{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UBFQK6RRtlHy"
   },
   "source": [
    "# GatedGCNs with DGL\n",
    "\n",
    "From [Bresson & Laurent (2018) Residual Gated Graph ConvNets](https://arxiv.org/abs/1711.07553), adapted from [Xavier's notebook](https://drive.google.com/file/d/1WG5t6X12Z70JPtvA2-2PzdK3TMTQMsvm)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3l85lP83tlH4"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using backend: pytorch\n"
     ]
    }
   ],
   "source": [
    "# Import libs\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "import os\n",
    "os.environ['DGLBACKEND'] = 'pytorch'  # tell DGL what backend to use\n",
    "import dgl\n",
    "from dgl import DGLGraph\n",
    "from dgl.data import MiniGCDataset\n",
    "\n",
    "import time\n",
    "\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "from res.plot_lib import set_default\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_default(figsize=(3, 3), dpi=150)\n",
    "def draw(g, title):\n",
    "    plt.figure()\n",
    "    nx.draw(g.to_networkx(), with_labels=True, node_color='skyblue', edge_color='white')\n",
    "    plt.gcf().set_facecolor('k')\n",
    "    plt.title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dfoRLGyjtlIH"
   },
   "source": [
    "## Mini graph classification dataset\n",
    "\n",
    "```python\n",
    "class dgl.data.MiniGCDataset(num_graphs, min_num_v, max_num_v)\n",
    "```\n",
    "\n",
    " - `num_graphs`: number of graphs in this dataset\n",
    " - `min_num_v`: minimum number of nodes for graphs\n",
    " - `max_num_v`: maximum number of nodes for graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab_type": "text",
    "id": "dfoRLGyjtlIH"
   },
   "outputs": [],
   "source": [
    "# The datset contains 8 different types of graphs:\n",
    "graph_type = (\n",
    "    'cycle',\n",
    "    'star',\n",
    "    'wheel',\n",
    "    'lollipop',\n",
    "    'hypercube',\n",
    "    'grid',\n",
    "    'clique',\n",
    "    'circular ladder',\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10412,
     "status": "ok",
     "timestamp": 1587876889778,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "rMHE4qK0tlIH",
    "outputId": "b2b17853-5ac0-40fc-a1f1-23c8c071f06e",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RQUFB1d5ffHy8amRz586dK5xjfPr06apbuHRFX5+doKAgODo6qn1+9uzZqsd79+7Vqm9ivKgAG4GJEyciKSkJQPEfldOnT8PPz6/CbTp27Ii//voLa9asqXBEZHkuXLgAoHjkcnl/NEUiETZv3lzp7Q4hISHo1atXhevFTp8+XfX4+vXrqsf169fHihUr4OnpqXZbCwsL1QT5r25f4uUJ7UNDQyvMtyJeXl6YM2dOhV9+7OzssHfvXtXE/JmZmdiwYUOV96mJ1NRU/PLLLwCKRwCHh4eXW1QWLFigOj1qSH/88YdqBG+fPn3w6aeflmljYWGByMhInV0vf/ms0fbt21G/fv0ybXr06KGTL5Cv0tVn51X29vbYuXNnuafxp0yZolrQ4smTJ4iMjKxC5sQY8X9IQZCZmYmePXviwIEDaNGiBdq0aYNz587h/PnzOHr0KBISEpCTkwMHBwd4eXmhX79+aN26dZX39/3336Nv374AiidPCAwMxF9//YWMjAw0adIE77zzDpo2bYrjx4+jSZMmcHNzK7efHj16YMmSJXjy5An++usvXLt2DU+fPgXHcXB1dcWbb76Jbt26ASi+fWflypWqbc3MzDB37lzMnTsXFy5cQHR0NG7fvo3s7GzY2tqiWbNmGDt2rOoeylOnTunkvlV1rK2t8e233+KLL75AVFQULl68iKSkJOTl5cHOzg6dOnXC22+/rSoiMpkMY8eOVd2bWZ6EhATVF4zAwMAqz7s7Z84c9O7dG87OzhgxYgRatWqF8PBwJCQkwMnJSTUX9NmzZ+Hu7o4GDRoYbCSsQqHAe++9h6ioKIjFYnz11Vfo06dPmbmgGzVqhN9//10nc0Jv2bIFQUFBCAgIQLNmzXDjxg389NNPuHbtGszMzNCzZ0/V/83Zs2dV863r4j3R1WfnVSXvzY0bN7Blyxbcu3cPdnZ2GDp0KPr166fKf8qUKToZTU6MB+/TcVEUh42NDVu7dq1qisbKpKSksGnTppWZTk6TqSiXLFlSYd9nzpxhjo6OFa6u8+r8vuo8e/aM9e7du9S27u7uGm3LWPEcuQ4ODuW+Dl1NRdmmTRuN80lMTGQBAQGV9lny3jHGNGpfWX6VrYbk5ubGkpOTGWOMXbt2rdL3q7ypGV8NTVdDGj16dJm5l1+mj9WQzpw5o3Z/mZmZrEePHiwiIkL1s/KmZ3x1NSRN9q2Lz86r/xearIb07rvvqs3p1dWQKspfm7YU+g06AjYiOTk5mDlzJr766iuMGDECPXv2RKtWrVS3KT1//hwPHz7ExYsXcejQIRw+fLjK9w0vWrQI0dHRmDlzJvz8/GBra4uMjAzcunULO3fuRHh4eKV9Dxo0CF27dkXPnj3xxhtvoHHjxqhbty4YY8jMzMTNmzfx559/YsuWLWWOFB8+fAg3Nzf07NkT3bt3R7t27eDu7g5ra2vVesCXLl1CZGQkDh06VKXXqI3bt2+jb9++eOONN+Dn5wcPDw84OjrCzs4O+fn5ePr0KS5fvowDBw5gz549Gk1xaGFhoXpc2eQIlbl+/TpatmyJOXPmYOjQoWjYsCFkMhni4+Oxe/du/PDDD8jPz1fNbKTNhBy6sHv3bly6dAnz5s1Dnz594OLigufPn+PGjRvYunUrIiMjy12Pt6qeP3+Orl274r333sP48ePRqlUrSCQSPHr0CIcOHcKaNWvw8OFDzJ07F0DxKPucnByd7FsXn51XSaVSDBs2DGPHjkVwcDC8vb1hb2+P1NRUHD16FN999x1u376tk/yJceH9WwAFhalF06ZNVUcZ+/btM8g+W7ZsqdrnmjVreH8P+A6O41hqaipjjLHr16/zns+roe3ZCArTCxqERYgelAyIUigUehkMVJ6XB7xpOy+0KRo+fLjqtiF6P4ix4v1bAAWFqUXJ9bzqXussCT8/PyYSidQ+P2nSJNXyd48fP66wrSlEq1atKlwCs1OnTuzZs2eMMd0uM6jLoCNgCroGTIiOcRyHwMBAFBYWVuvWqJd98cUXaNOmDQ4fPoxLly4hNTUVIpEIjRo1wptvvllqybupU6dCLpfrZL/GasiQIfjss88QFRWFs2fPIikpCQqFAi4uLujevTsGDx6smghj9erVOltmkBBd4/1bAAUFRcURFRVV4chbxhjLz89n77zzDu+5GiI+++yzSt8Pxhhbu3YtEwgEvOdbXtARMAUdARNSA8yYMQODBg1Cr1690KhRIzg5OaFOnTrIzs7G/fv3cfToUaxfv77MilOmatOmTUhJSUGfPn3g7e0NJycn2NvbIz8/H48ePUJ0dDQ2b96Mq1ev8p0qIWpxKK7EhBBCCDEgGgVNCCGE8IAKMCGEEMIDKsCEEEIID6gAE0IIITygAkwIIYTwgAowIYQQwgMqwIQQQggPqAATQgghPKACTAghhPCACjAhhBDCAyrAhBBCCA+oABNCCCE8oAJMCCGE8IAKMCGEEMIDKsCEEEIID6gAE0IIITygAkwIIYTwgAowIYQQwgMqwIQQQggPqAATQgghPKACTAghhPCACjAhhBDCAyrAhBBCCA+oABNCCCE8oAJMCCGE8EDEdwKEAIBIYgahWAyFTAa5tIjvdAghRO+oABODs7RzQPOufeDu0wEebX3h5OEFoVgCplSCEwigkEmRlhSPpGsxeBh7GXei/0Z+dibfaRNCiE5xABjfSZDawc2nA/yDpqFlQD8oZDKILSwhEKi/CqJUKiEryIdQLMatk0dwOmI9km9cMWDGhBCiP1SAid7Zu7pj9Jcb4NrMBwKxGEKh9ideFHI5lHIZUuJisWvBVGQ/SdZDpoQQYjhUgInecBwH3xETMWDWYgiEIgjF4mr3qZDJoFTIcXhVKGL2hIMx+vUlhNRMVICJXgjFEoxbsRVenbpCYmGp8/6lBfmIvxiNHfMmQSGT6rx/QgjRNyrAROeEYgmCf9gNd+8OEJtb6G0/0oJ8JN+4grAPRlMRJoTUOHQfMNEpjuMwbsVWvRdfAJBYWMLNuz3GrdgKjuP0ui9CCNE1KsBEp3xHTIRXp656L74lJBaW8OrUFa8Pn2CQ/RFCiK7QKWiiM/au7pi157TWxbfwRS5i9oTh1okjyHj4AIV5ubCyrwtH90Zo2L4zuoybAos6thX2ISsswMrhXWh0NCGkxqACTHRmatghNGjZTqvRzvEXT2PXgvfxIiMNACAQiSCxsEJh7nNVm5k7j8O1mU+F/ShkMjy6dRU/Bg+sWvKEEGJgNBMW0Qk3nw5wbeajVfFNvBaDnz8aC1lhARr7BqDnlHlwb90JAoEAssICPHtwFzf/OQRza5tK+xKKxXBt5gM37/Y0WQchpEagI2CiE2OW/4RW3QdCKNLsO520IB9rRgcg81EivHsOwpjlWyqcFUsTSoUcN44dxM5PJ1erH0IIMQQahEWqzdLOAS0D+mlcfAHg6qFfkfkoEWJzCwxZ8G21iy8ACIQitAzsD0s7h2r3RQgh+kYFmFRb8659oJDJtNrm6qHdAIAWAf1gZV9XZ7koZDI09++ts/4IIURf6BowqTZ3nw4QazHblVxahEe3rgMAGnXojMxHifhnyyrcPfcP8rIyYGFjCzfvDvAdMQHNuvTSKhexhSXcfDrgysHdWm1HCCGGRgWYVJtHW1+tTiFnpSSrZq56/jQFa0YHQFqQD6FYArG5BV5kpOH2ySO4ffIIfEdMxJAFKzTuWyAQwLOtr9avgRBCDI1OQZNqc/Lw0qp9QU626vGJsDUQiMR4+6tNWHw6EaEn7+OTw9fQuu9QAEDMnnCcidyoVf+OHo21ak8IIXygAkyqRSQxg1As0WobxpT/PVYqMXTBCrTpO1R1C5Nd/dcw+ssf4dq8+N7ff35aBYVcrkVOEq1zIoQQQ6MCTKpFKBaDKZWVN3yJmaW16rFt/ddUR7svEwgE8A+aDgDIy87A49vXNe6fMQaRhAowIcS4UQEm1aKQycBpeQuRjbOL6rGTZxO17Zwb/vecNlNMchwHuZRWRyKEGDcqwKRa5NIirZcCtLS1VxXhCtcwemmKGG1WO5JLpbQ8ISHE6FEBJtWWlhSv9TZN/AIBAM8S74Gx8idje5ZwV/XY/jUPjftOT7qvdT6EEGJoVIBJtSVdi4FSy+vAHd4cAwB4nvoY//69r8zzSqUSp3dsAFB8ytq1eWuN+lUqlUi8FlNhG2dnZ7z++usYMmQI6tevr1XehBCiK3QfMKm2h7GX0bb/CJhZWVfe+H8atn8D3r0G48bRA9i3bB44AK16DIJQLEZ26mP8uWYxUu7EAgD6zFig8X3GZkIB+r3RAd6ffYaEhAQ0aNAAnp6epcLC4r/lEg8fPoyBA2kFJUKI4dFiDKTaLO0c8H9H/oVIYqbVdtKCPITPHIOEK+cAFN/SJDa3KHWfcI/Jc9F72ica9ynkgBneDrAUaVaw169fjxkzZmiVNyGE6IIQwOd8J0FqNllhAeo3aQlHj8ZazYglFEvQbtBo2NVzReGLHBTkPoc0Pw91HOuhmX9vDF34HdoPGq1xf0qFHI8un4Fl9mM0atRIo4FbH3/8MZKTNR9hTQghukJHwEQn3Hw6YPLG3yE2t6i8sZ7ICguw+f0hSL5xBWPHjsW2bdsgFArVtk9JSUGDBg3UDgIjhBB9okFYRCeSYy8jJS5W61WRdEUhk+HxnX+RfOMKACAyMhITJkyocHCYi4sLMjMzsW3bNjRs2NBQqRJCCAA6AiY6ZO/qjll7TvNyFCwrLMDK4V3KTNjx7rvv4qeffir1M8ZYmdPTjDGkpqZi9+7d+OKLL5CZman3nAkhtRtdAyY6U5j7HAU52WjUsYtqXmdDkBbk4/CqUMRfOFXmuatXryI9PR0DBgxQ/YzjOFy/fh1DhgyBi4sL3NzcIBaLUadOHfj5+WH+/PkYP348rKyscOHCBSgUCoO9FkJI7UGnoIlOxewJR/zFaEgL8g2yP2lhAeIvRuPCbz+rbfPDDz9g3rx5pX4WGRmJmJgYDBo0CJaWlnjzzTdx5swZyGQycBwHLy8vLFu2DPn5+bh27RomTZqk75dCCKll6BQ00TmhWILgH3bD3buDXk9HSwsLkBx7GWEfjNZo6smQkBAsWbIESqUSnp6eakc/T548GR988AG8vb1LjeqWyWQ4f/48vv76axw+fFhnr4MQUjtRASZ6IRRLMG7FVnh16gqJhaXO+5cW5CP+winsmDcJCrnmA7/Gjx+PgoIC7Nmzp9K25ubmmDt3LiZNmgRPT89S143z8/Nx7NgxLFmyBJcuXarSayCE1G5UgInecBwH3xETMWDWYgiEIp1cF1bIZFAq5Di0chFi9oRXP0kNOTo6IiQkBKNGjUK9evVUxZgxhuzsbBw4cACLFi1CUlKSwXIihNRsVICJ3tm5uCF41Ta4NvOGglXtF06pkEMhkyElLha7FkzVanlCXfPy8sLixYsxaNAg2Nraqn5eMpI6MjISS5cuRXZ2dgW9EEJqOyrAxCD+PHIErf17YO+V+8iW2EAhk0FsYVnhzFlKpRKygnwIxWLcOvEnoiPW49HNqwbMunJ+fn4ICQlB9+7dS80xzRhDfHw8tmzZgpUrV0JK6xMTQl5BBZjo3bJly/Dpp5+C4zj07NkT569cQ3P/3nDz6QDPtr5w9GgMkUSiuj9XLpUiPek+Eq/FIDn2Mu6cjkJ+tvHfl/vWW29h3rx58PX1hUj03zonCoUC//77L9auXYuwsDAeMySEGBtGQaGPkEgkbMuWLexlr732WrlthWIJM7OyZkKxhPe8qxscx7EpU6awf//9lykUilKvv6ioiJ08eZL169eP9zwpKCh4D94ToDDBcHZ2ZqdPn2aMMaZUKlUFqGnTprznZsgwNzdnISEh7MGDB6XeB8YYe/HiBdu/fz9r374973lSUFDwErwnQGFi0bZtW5aUlFSm+DLGanWxcXR0ZN9//z1LTU0t9b4olUqWmZnJwsPDmYeHB+95UlBQGCx4T4DChGLEiBEsLy+PqdO1a1feczSGaNKkCduxYwfLzs4u9f4olUr2+PFj9u233zI7Ozve86SgoNBr8J4AhYlESEiI2sJbgq59lo3OnTuzw4cPs/z8/DLF+N69e+yTTz5hEknNvzZOQUFRJnhPgKJXkAcAACAASURBVMIEwsPDo9LiyxhjI0aM4D1XY46hQ4eyM2fOMJlMVup9k8vl7MqVK2zChAm850hBQaGz4D0BChMIgUDAvvzyS5abm1thAaYCovn7OW3aNBYbG1vuSOoTJ06wvn378p4nBQVFtYL3BChMKGxtbdncuXOZVCotdSq1xIwZM3jPsaaFhYUFCw0NZQkJCeWOpN63bx9r164d73lSUFBoHbwnQGFi0apVK1WhSEhIKFUw5s+fz3t+NTmcnZ3Z2rVr2dOnT8uMpM7IyGBbt25l7u7uvOdJQUGhUfCeAIWJxT///MMYYywnJ4cBYP7+/uy3335jaWlprFu3brznZyrRrFkzFhkZWe5I6kePHrFvvvmG2djY8J5ndUIkMWNmVtZMJDHjPRcKCl0HTUVJdMrOzg4ZGRkQCARYtWoVZs+ezXdKtUKXLl2wcOFCBAYGwtzcXPVzxhju37+PzZs3Y9WqVZDL5TxmWTFLOwc079oH7j4d4NHWF04eXhCKJWBKJTiBAAqZFGlJ8Ui6FoOHsZdxJ/rvGjFFKSHqUAEmOhUeHo4JEyZALpfDysqKFiHgwbBhwzB37lx06tSpzJzU169fx5o1a7Bt2zYeMyzNzacD/IOmoWVAP+0X6Th5BKcj1iP5xhUDZkyIblABJjpVWFgIMzMz7N+/H0OGDOE7nVpNIBBgypQpmDFjBlq0aFGqqEmlUpw9exbLli1DVFQUL/nZu7pj9Jcb4NrMBwKxGEKhqPKNXqGQy6GUG8cylYRoiwow0ZkFCxbgyy+/BGMM7u7uePToEd8pkf+xtLTE/PnzMWHCBHh4eIDjONVzeXl5iIqKwueff47r169r1F/Xrl2RlZWFGzduaJ0Lx3HwHTERA2YthkAoglAs1rqPVylkMigVchxeFYqYPeFgjP6sEeNHBZjoTFpaGhwdHXH58mV07NiR73SIGs7Ozli0aBFGjhwJJycnVTFmjCErKwv79u1DaGio2i9QTZs2xa1btyCTyTBo0CAcO3ZM430LxRKMW7EVXp26QmJhqZPX8zJpQT7iL0Zjx7xJUMjo8gcxbuovtBCihaFDh8LR0RGMMXz00Ud8p0Mq8OzZM3zwwQeoV68eWrRogV27diEnJwccx8HBwQGTJk3Cw4cP8ejRIyxfvhw2Njaltg8KCoJQKIS5uTn++OMP+Pv7a7RfoViC4B92o/Hr3fRSfAFAYmEJr05dEbxuN4RiiV72QYiu0BEw0Ym4uDg0bdoUycnJcHd35zsdUgX+/v5YuHAhAgICyoykvnfvHjZt2oQ1a9bgzp078PLyUj2fm5uLXr164cKFC2r75jgO41dFoPHr3SA2t9Dr6wD+OxKOmDWeTkcTo0UFmFSbt7c3/v33X3Ach3fffRdbt27lOyVSTcOHD8fcuXPRsWPHMiOphUJhmfZZWVno0aMHrl27Vm5/fiOD0f/jz/V25FseaUG+6powIcaICjCptpMnT6Jbt27IycmBra0t3+kQHRIIBJg+fTqmTp1aZiT1q9LT0xEYGIibN2+W+rm9qztm7Tmt0ZHv49vXcfvU30i5fR3pD+PxIisDRXm5MLOqA2fPxmjWpRd8RwbD0tZeo/xlhQVYObwLjY4mRokKMKkWe3t7pKenQyAQYMWKFZg/fz7fKRE9qVOnDlJSUmBtba22TXp6Ojp37ox79+6pfjY17BAatGyn0Wjn/V9/gvO//HcGRWRmDqFIhKK8F6qfWdnVxfhVEfBo06nS/hQyGR7duoofgwdW2pYQQ6MCTKolIiICQUFBkMlksLKygkwm4zsloie9e/fG33//XWk7hUKBRYsWYd26dbD1aILJG3/X+LrvlYO78SIzHZ5tfeHUsAks6hSfUSnKf4Ebxw7iz9WLkZeVDmsHJ8z5/TzM69hU0mPxUfDm94fQZB3E6FABJlUmEAiQn58PMzMz7N27F8OHD+c7JaJHJbOcaaqwsBCbLz5ArkVdCMq5blwVd8/9g7AZowAAo5ZuQLsBIyrdRqmQ48axg9j56WSd5ECIrmg/9Qwh/7Nw4UKYmZmBMYYPPviA73SInr3++utlfiaTyfDw4UMkJiYiMTERHMfBw8MDLi4u8GzaHIV1nCHQ4Vd8d5//7i/PeZai0TYCoQgtA/vD0s6B5o4mRoUKMKmykvt9L126hCdPnvCcDdG39957D4GBgaUKbkpKCpRKZbnt35o+D34TZwGi6s90VSLx6jnVY4cGnhpvp5DJ0Ny/N64c3K2zXAipLirApEpGjhwJBwcHMMbw4Ycf8p0OMYCzZ8/i7NmzGrfn7JyhFAirPduPXFqE3PSnuH3qbxz9cTkAoK5bQ7To1lfjPsQWlnDz6UAFmBgVKsCkSpYtWwYAePjwIc6fP89zNsQYebT1rfC2pcqE+DWAXFpUTr+v4+0vN0IkMdO4L4FAAM+2vlXOhRB9oAJMtNamTRvVTEihoaE8Z0OMlZOHV+WNKmBd1xlyaSGk+XmQFuQDABp19Ef/j0Nh59JA6/4cPRpXKx9CdI1GQROtRUdHw9/fH8+fP4ednR3f6RAjJJKY4YvzulsN60VmGq4e+hX/bFmFwtzn6P7ebPSe9qnW/Sz0fY0WaSBGgxZjIFqpW7cuOnfuDADYsGEDz9kQYyUUi8HUDM6qCmsHJ3QdPx3B63YDHIfjm7/D7VOV35P8MsYYRBJaoIEYDyrARCvff/89BAIBZDIZQkJC+E6HGCmFTAauGtd/1XHzbq+6lntx7zattuU4DnIpHf0S40EFmGhMIBBgxIjiiQ/27dsHuVzOc0bEWMmlRXo71Wvj7AIAyEhO0Go7uVRKp5+JUaECTDQWGhoKiURCE28QjaQlxeul38xHSQAAiZX6OanLk550Xx/pEFJlVICJxmbOnAkAiImJwbNnz3jOhhi7pGsxaifpKI9Soah07d77Mafw6GbxnM6NOnTRvG+lEonXYjRuT4ghUAEmGnn77bdhb28PxpiqEBNSkYexlyH73+1Dmnj+9DHWjumOmD0/I/NRYqlinJ36GCfC1iBi9ngwxmBhaw//cVM07ltWkI/k2Mta5U+IvtFtSEQj8fHxaNSoERISEtCoUSO+0yE1gKWdA/7vyL8aT5iRlfIQ3wzqoPq3UCyBuVUdyIoKVPcBA4D9ax4IWrEVrs1ba5yLQibFsr4+aueC5jgOFhYWEAgEePHiRbltCNE1moiDVKp9+/Zo2LAhAGDRokU8Z0NqivzsTNw6eQStug+EUFT5n5o6TvUxdvlPeHDpDJJvXEFu+lPkZWdCIBTCrn4DuDRthRaB/dC233CNlzcEio8yWjhaISXxARISEpCXlwdra2tYW1vDyspK9RgoPlU9duxY7N5NU1YS/aMjYFKpM2fOoHPnzsjOzoa9vT3f6ZAaxM2ng1brAeuDgCkR1MwerlaaLQoxadIkhIWF6TkrQugaMKmEk5MT/Pz8AAA//PADz9mQmiY59jJS4mKhkMl42b9CJsOD6xex4esllQ7wAoCMjAzs2rXLAJkRQgWYVGLt2rUQCASQSqX4/PPP+U6H1EC7P5sGpYKfe8aVCjl2fzYNS5cuxbRp0wCgwkL8448/oqCgwFDpkVpOCOBzvpMgxkkkEiEiIgJCoRC//vorfv31V75TIjVQYe5zFORko1HHLhCKdbc2cGWkBfk4vCoU8RdOAQAuX74MJycnvP7662CMgeO4Uu0ZY3B3d0dqaipu3rxpsDxJ7UVHwEStzz//HBKJBEqlkm49ItUSsycc8RejS41m1idpYQHiL0bjwm8/l/r5xx9/jOPHj5cpvkDxSGhPT0/s2rULmZmZWLx4cbWWUySkMvTbRdSaMWMGAOD8+fNIT0/nORtSkzHGsGPeJCTfvAJZoX5P8UoLC5Acexk75k0qc7pZLpdj5MiRuH//v1mxStqEhIQgMbH4/mN7e3ssWrQIBQUFiIyMhKOjo15zJrUTFWBSrqCgINjZ2dG0k0RnFDIpwmaMxv0Lp/R2JCwtyEd8zEmEzRildt7nzMxMvPnmm8jJyQFQfOT7zz//YOnSpWjYsCF8fX0RExMDxhgkEgnGjBmDp0+f4vTp02jfvr1e8ia1E92GRMr14MEDNGzYEPHx8WjcmBYyJ7rDcRx8R0zEgFmLIRCJIBRV/7qwQiaDUiHHoZWLELMnXKNtBgwYgAMHDkAgEODNN9/EgQMHSj3v7OyMdevW4a233oLkf8sYMsaQkJCAhQsXYufOndXOm9RuVIBJGZ06dUJMTAw4jsOYMWPotgyiF3Yubpjywy44NmwKeRX/CikVcihkMqTExWLXgqnIfpKs1fZDhgyBp6cnVq9erbaNSCTCkiVLMG3aNNjZ2al+np2djXXr1iE0NFSrOa8JKUEFmJRx7tw5+Pn5ISsrCw4ODnynQ0zYnt9+wxt9ByPybCwKbepBIZNBbGFZ4eAnpVIJWUE+hGIxbp34E9ER6/Ho5lWD5BsUFIQlS5bA09NTNZBLKpXi999/xwcffEBjJYhWqACTUpydnZGamgqO47BkyRKEhobynRIxUZMnT8bGjRvBcRy8vb2R8PgJmvv3hptPB3i29YWjR2OI/rf8JcdxkEulSE+6j8RrMUiOvYw7p6PUzu2sbx07dsT3338PX19f1ZcFpVKJ8+fPY+bMmbhy5QoveZGah1FQlMQvv/zCGGOsqKiICQQC3vOhMM0YP348UygUjDHGlEql2nZCsYSZWVkzoVjCe87lhbOzM9u9ezcrKipiJZRKJXvw4AEbO3Ys7/lRGH3wngCFkYRIJGJSqZQxxtiOHTt4z4fCNCMkJIS9SiQS8Z5XdUIkErGlS5eyrKysUq8rKyuLLV26tMa/Pgq9Be8JUBhJfP3114wxxhQKBatbty7v+VCYVohEIrZly5YyxZcxxpydnXnPT1cxduxY9uDBA6ZUKlWvr6ioiO3evdukXieFToL3BCiMJLKzsxljjEVHR/OeC4VpRZ06ddhff/2lOkX7qhYtWvCeo66jffv27MyZM6pT7SVfbs+ePcs6duzIe34URhG8J0BhBDFx4kTVH8c2bdrwng+F6cRrr73Grl27prb4MsaYv78/73nqKxwdHdnOnTvLvU4cFBTEe34UvAbvCVAYQSQmJjLGGLt37x7vuVCYTlhbW6t+tyry1ltv8Z6rvkMgELAlS5awzMzMUq89OzubLVu2jK4T187gPQEKnsPPz091ZDJixAje86Ewnahbt26ZgUnlmTRpEu+5GjLGjBnD7t+/X+Y68S+//ELXiWtX8J4ABc9x4cIFxhhj6enpvOdCYXpRv359tnDhQvbw4UO1BXjevHm858lHtG/fnp0+fbrUdWKlUsnOnz/POnXqxHt+FHoP3hOg4DFcXFxU38JDQkJ4z4fCdEMoFLL8/PxyC/DXX3/Ne358hqOjI4uMjCxznTghIYG98847vOdHobfgPQEKHuO3335jjDFWWFhIE29Q6DVGjRqlKiz9+vVjy5cvZ2lpaYwxxhYsWMB7fsYQAoGAff755+VeJ/7qq6/oOrHpBe8JUPAUYrFYNfHGtm3beM+HwrTj5s2bjDHGkpKSVD8zMzNjfn5+TCgU8p6fscWoUaPYvXv3Sl0nlkql7Ndff2X169fnPT8KnQTvCVDwFN988w1jrPjeRDs7O97zoTDdcHV1VRWSjz76iPd8alK0bdu23OvEMTExzNfXl/f8KKoVvCdAwVM8f/6cMcbYyZMnec+FwrRj165dqksdfOdSU8PBwYFt3769zHXixMRENmHCBN7zo6hS8J4ABQ/x7rvvqj7A3t7evOdDYdpRUFDAGGNsz549vOdS00MgELDQ0FCWkZFR5jrx8uXL6TpxzQreE6DgIZKSkhhjjMXFxfGeC4Vpx/Tp01Vf9tzd3XnPx5Ri5MiR5V4n/u233+g6cc0I3hOgMHB06dJF9YEdOnQo7/lQmHYkJCQwxhi7c+cO77mYarRu3ZqdOnWqzHXiCxcuMD8/P97zo1AbvCdAYeC4dOkSY4yxtLQ03nOhMO1o0aKF6sveuHHjeM/H1MPBwYFFRESwwsLCUoU4KSmJBQcH854fRZngPQEKA0aDBg1UfxDp3ksKfcfhw4cZY4zl5ubynkttCoFAwEJCQlh6enqp68TPnz9n33zzDROLxbznSAEGI0iAwoCxb98+xhhjBQUFvOdCYdohEolU95lv2bKF93xqa4wYMYLdvXu3zHXivXv3MldXV97zq+XBewIUBgqJRMJkMhljjLHw8HDe86Ew7QgJCVHdZ+7g4MB7PrU9vL292cmTJ8tcJ7548SJ74403eM+vlgbvCVAYKFauXEkTb1AYLJ48ecIYY+zy5cu850LxX9jZ2bFt27aVe53YGFelEknMmJmVNRNJzHjPRdfB/e8BqQVyc3NhbW2NEydOoHv37nynQ0zYG2+8gTNnzoDjOPTv3x9HjhzhOyXyCoFAgAULFuCjjz6Co6Oj6ue5ubnYtGkTFixYAKlUatCcLO0c0LxrH7j7dIBHW184eXhBKJaAKZXgBAIoZFKkJcUj6VoMHsZexp3ov5GfnWnQHHWJCnAtMXnyZGzatAmMMfj4+ODmzZt8p0RMWHR0NPz9/ZGZmYm6devynQ6pxNChQ/H111+jSZMm4DgOACCXy3Hw4EHMmDEDKSkp5W4XFBSE0NBQTJs2DUePHq3y/t18OsA/aBpaBvSDQiaD2MISAoFAbXulUglZQT6EYjFunTyC0xHrkXzjSpX3zxcqwLVEcnIyGjRogLi4ODRv3pzvdIgJs7S0RE5ODoRCIb777jvMnTuX75SIhry9vbFu3Tp07dpVVQAZY7hy5Qo++ugjnDlzRtVWLBYjMTERrq6ueP78OXx9fREXF6fV/uxd3TH6yw1wbeYDgVgMoVCkdc4KuRxKuQwpcbHYtWAqsp8ka90HX9R/xSAmo1u3bnjttdcAAPPmzeM5G2Lqli5dCqFQCIVCgYULF/KdDtHCjRs3EBgYiLp162Lbtm0oKioCx3Ho0KEDoqOj8fDhQ7z33nsAgNGjR8PV1RUAYGtriz/++AN2dnYa7YfjOPiNDMasPafRoGU7iM0tqlR8AUAoEkFsboEGLdth9m9n4DcyWHUUb+zoCLgWuHLlCtq1a4e0tDQ4OzvznQ4xcZmZmbC3t8epU6cQEBDAdzqkGgQCAT799FPMmjWrzHXi/Px81KtXr1T7qKgo9O/fHwqFQm2fQrEE41ZshVenrpBYWOo8Z2lBPuIvRmPHvElQyAx7DVtbdARs4tzd3dG2bVsAwMqVK3nOhpi6gQMHwt7eHowxOvVsApRKJZYtWwYnJycMGzYMcXFxYIyhTp06qFevHhj77/iNMYbevXvju+++U9ufUCxB8A+70fj1bnopvgAgsbCEV6euCF63G0KxRC/70BU6AjZxf/zxBwYPHozCwkJYWFjwnQ4xcVevXkXbtm3x5MkT1elJYlpatWqFEydOlDoiftV7772HLVu2lPoZx3EYvyoCjV/vBrG5/v8WlRwJR8waX+qLgjGp2kl3UiOYm5ujf//+AIDIyEiesyGmztHREW3atAEArFu3judsiL5IpdIKiy8A/Pjjj4iLi8Pp06dVP/MdMRFenbpqXHyL8l4gOmI9bhw/iKzHSeCEQji6e6FN36F44+33IKrk6LbkSPj14RMQsydco30aGh0Bm7A1a9bgww8/hEKhgIODA3JycvhOiZiwsLAwTJw4ETKZDObm5lAqlXynRPRg3bp1mDFjRqXtlEol5s6di++//x429V7DrD2nNS6+WSnJ2Pz+EGSlPAQAiM0twZQKyKVFAADX5j5478e9sLCpfNCXrLAAK4d3McrR0VSATdiLFy9gZWWF48ePo2fPnnynQ0xcye/boUOHMGjQIL7TIXpSMshOU4mJSYi4mwWBfT0IReJK2ysVCqwd0wOp92+hjmM9jPriBzT2DYBSqcSNqP3Yu3Q2ivJeoGmXngheu6vS/hQyGR7duoofgwdqnLOh0CloEzVt2jRYWVmBMYbp06fznQ4xce+8847q923OnDl8p0P06LvvvkNAQABevHihiry8vFKPbWxs0KVLF/j5+UHs5AqLbCvINTzUu3xgJ1Lv3wIAjFsRBo82nQAUj8hu3XcolIxh94IpuHvmGO7HnEJj324V9icUi+HazAdu3u2NbrIOOgI2UY8fP4arqytu376Nli1b8p0OMXFxcXFo2rQpEhIS0KhRI77TIUbCzMwMc7Ydgk2T1mDQ7N7cje8ORuLV82jU0R+TN/1e5nnGGFa82QlZj5PQbtAojFryQ6V9KhVy3Dh2EDs/naz1a9Anug3JBHXv3h0uLi4AgPnz5/OcDTF1Hh4eaNKkCQBg+fLlPGdDjInQwgoWHs01Lr7SgnwkXb8AAGjWpfzLZhzHoWnnHgCA++dPaNSvQChCy8D+sLRz0Ki9oVABNkGrVq0Cx3F49uwZDh48yHc6xMSV/L4VFBRg48aNfKdDjEjzrn2gkMk0bp+WcA/sf4P36jVWP2VuPa/i53LTnyH/eZZGfStkMjT3761xLoZABdjEeHh4oHXr1gCAb7/9ludsSG0wYMAAAMC+fft4zoQYG3efDhBrMeFGTlqq6rGNk4vadrbO/z338jYVEVtYws2ng8a5GAIV4BquefPmEIn+G0u3fv161dHIihUreMyM1AazZ8+GmZkZGGOYPXs23+kQI+PR1rfCVY1eVZT/QvW4oluWXn6uKO+F2nYvEwgE8Gzrq3EuhkAFuAabMGECbt++jYSEBMyfPx8uLi7o27cvAGDHjh08Z0dqg48//hgAcOvWLaSmanYkQmoPJw8vvlMoxdGjMd8plEIFuAYrmeqvQYMGWL58ORITEyEUCqFUKjFr1iyesyOmrnXr1mjQoAEAYNGiRTxnQ4yNSGKm9VzMZpbWqseywgK17V5+zszKWm27sjlJjGp+aCrANVheXl6pf0skxb9YHMdh27Zt8Pf35yMtUkusXLkSHMchJycHe/fu5TsdYmSEYrFqQJWmbJzqqx7npD1R2+75s/+ee3mbyjDGIJJQASY68OJF+dc+OI7D0KFDER0djePHj8PMzMzAmRFTJ5FIVEsN0uUOUh6FTAZOi+u/AODUsIlqm6f376ht9zS++Lk6js6wtNV8Vi6O4yCXGs8ShVSAa7BXj4DL07lzZ9jY2BggG1KbLFq0CCKRCEqlEp9++inf6RAjJJcWab0er8TCEh5tXgcA3D17vNw2jDHcO/cPAKCxX6CWOUmNao1gKsA1mLoj4BJZWVkYPHgw0tLSDJQRqS3ef/99AMDFixdpkQ+iVlpSvNbbtB88GgDw4NJpPIy9XOb52Kj9yHyUWNx24Git+k5Puq91PvpEBbgGK+8IuGTdyzt37sDX1xdRUVGGTouYuMDAQDg5OQEAHf2SCiVdi9F6Vaz2g95G/cYtwRjDjnnBuB9zCkDx6kqx/1uMAQCadulZ6TzQL1MqlUi8FqNVLvpGizHUYOUdAXMch8OHD2PMmDF0ZEL04uuvvwYApKWl4cSJE/wmQ4zaw9jLaNt/hFYjlYUiEd5ZHYHN7w9FVspDbJk2vHg5QqaEvKgQQPFyhG9/+aNWucgK8pFczhE1n+gIuAYr7wh4xYoVGDx4MBVfohc2Njbo1Kl4dZpNmzbxnA0xdnei/4ZQXPkShK+yd3XHR7tPosfkuajXuAU4rrgwv9aiDQbMWoxpPx/RaC3glwnFYtw5bVxnBGk1pBqsUaNGiI8vvsYil8sxadIkRERE8JwVMWXr16/HtGnTIJfLYWVlBakRjSglxmnM8p/QqvtACEX8nXCl1ZBIlYgkZjCzsoZIUvZWom7diq9/MMbQq1cvKr5E78aNGwcAOHnyJBVfopHT2zdAKdd8QQZ9UMhkOL19A685lIeuARsRSzsHNO/aB+4+HeDR1hdOHl4QiiVgSiU4gQAKmRRpSfFIuhaDh7GXMfXD4mkAFy9ejJMnT/KcPTF1w4YNg42NDc37TLSSHHsZKXGxaNCyXZVOR1eXQibD4zv/IvnGFYPvuzJ0CtoIuPl0gH/QNLQM6AeFTAaxhWWFE5grlUoopUUws7BAQysBQicMw61zVICJft24cQOtWrVCcnIy3N3d+U6H1CD2ru6Yted0hQss6IussAArh3dB9pNkg++7MnQKmkf2ru6YGnYIkzf+jlY9BqpON1e2eohAIIDI3AIKBtzPkePt7yIwNewQ7FzcDJQ5qW3q16+Pli1bAgBWr17NczakpslKeYjDq0IhLcg36H6lBfk4tHKRURZfgI6AecFxHHxHTMSAWYshEIp0clpGIZNBqZDj8KpQxOwJV90PTIguREZGYsyYMSgqKoK5uTnf6ZAaiOM4jF8VAa9OXSHRYo3gqpIWFiD+wilEzBpvtH8PqQAbmFAswbgVW/X2SygtyEf8xWjsmDfJqKZcIzVbfn4+LCws8Pvvv2PYsGF8p0NqKKFYguAfdsPdu4NeT0dLCwuQHHsZYR+MNuq/g3QK2oBKfvkav95Nb98AJRaW8OrUFcHrdhvVsluk5poyZQosLCzAGKNlLkm1KGRShM0YjfsXTuntdLS0IB/xMScRNmOUURdfgI6ADabk9Evj17sZZCBCyZGwMZ9+ITXDgwcP0LBhQ9y9exfNmjXjOx1iAvR5Ge7QykWI2RNe/SQNgAqwgfiNDEb/jz+v8Mj3/9o7adxfo45dMHnTvgrbSAvyVdeECamKZs2a4fbt2+A4DhMmTMC2bdv4TomYEDsXN7y97Ee4e7eHQCiqUjFSKuRQyGRIiYvFrgVTjXbAVXmoABuApkPwv+zdssLnFXI5Cp5nAQC6vfMB+n8cWum+jXkIPjF+Bw8exMCBA5GXlwdra83n8yVEUxzH4dbjNNwpFONWej5kRYUa3YopK8iHUCzGrRN/IjpiPR7dvGrArHWDCrABTA07pJOb0KMj1uPwquKiO3vvOTh5Nq50G4VMhke3sbkTwAAAIABJREFUruLH4IHV2jepfQQCAQoLCyEWixEeHo7g4GC+UyImhuM4/PPPPwgICABjDHVdXkPDTt3g5tMBnm194ejRGCKJBIwxcBwHuVSK9KT7SLwWg+TYy7hzOgr52Zl8v4wqo5mw9MzNpwNcm/no5BrHpX07AACebX01Kr5A8QTkrs184Obd3ihngiHG69NPP4VYLAZjDPPmzeM7HWJiRCIRwsLCEBAQAKD4qDbr6RNkHdyNKwd3q9oJxRKIJBLIpVKjH1SlLRoFrWf+QdMgEFW/+CZdv4BnCXcBAB2HBmm1rVAshn/QtGrnQGqXDz74AABw/fp1pKen85wNMSXm5ub4/fffERQUpBokKhQKYWNjU6atQiZFUd4Lkyu+ABVgvbK0c0DLgH46WQWk5OjXzLoOfHq9qdW2AqEILQP7w9LOodp5kNrB19cX9evXBwAsXLiQ52yIKbGxscGRI0cwaNAg1anlEq+99hqPmRkeFWA9at61DxSy6q8CUpT/Av9G7QcAtO03vEr3ECtkMjT3713tXEjtsGLFCnAch6ysLBw6dIjvdIiJcHJyKnXN9+XiC1ABJjrk7tMBYh1MuPHvX79Dmp8HAOg0RLvTzyXEFpZw8+lQ7VyI6TM3N0fnzp0BAOHh4fwmQ0yGm5sboqOj0b59ewAoU3wBKsBEhzza+la6sIImLv5efPrZpWkrvNayTZX6EAgE8GzrW+1ciOlbunQphEIhFAoFnX4mOsFxHKKioiqdyIUKMNEZJw+vavfxNP4Okm9cBgB0rOLRbwlHD81GTpPareR2o3PnziE/37Cr1xDTxBhDdnZ2pe2oABOdEEnMdDIX88Xftxf3Z2aOdgNGVDMnCc0PTSrUr18/ODg40K1HROc6d+6Mvn37IjIyElLpfyOaX54qlwow0QmhWAymVFarD7lMimuH9wAAvHsMgoWNXbX6Y4xBJKECTNT78ssvAQBPnz7F+fPnec6GmBKlUom///4b48aNQ3Jy8cx8+fn5pa4Fu7i48JUeL6gA64lCJgNXzeu/t0/8ibzsDABAJy3v/S1PyUwyhJTHwcEBbdu2BQCsX7+e52yIqXJ2dkajRo0AAB9//DGaNm2KL7/8Erdu3cLhw4d5zs6waCpKPVoa87hap3y3Th+Je+dPoK5bQ8zZF1PuqEFtyKVShPjVrlM8RHNbtmzBpEmTIJPJYGFhAYVCwXdKxARt3LgR77//PqRSKczMzPhOh1d0BKxHaUnxVd42+8kj3L9wCgDQ8a2x1S6+AJCedL/afRDTNWrUKADA0aNHqfgSvRk5ciQA4MSJE/wmYgSoAOtR0rUYKKt4HfjS/kgwpRICkQjtB79d7VyUSiUSr8VUux9imsaNGwdra2swxjBnzhy+0yEmqkuXLrC3twdjDCEhIXynwztajEGPHsZeRtv+I2Bmpd0ybkqlEpcP7AIANOvSCzZO9audi1JaVGoxBo7j4ODgACcnp1JRt25dHDt2DDExVKxrk5I/hklJSbh9+zbP2RBTtWTJEgBAZmYmLly4wHM2/KMCrEd3ov/G0M++1Xq7+zEnVev3VnXmq1eZWVjg+O5wcLKNKCoqgr29PURq5qgeM2YMfHx8dLJfYvzc3d3RtGlTAMVTUBKiDwKBAF27dgUA7Nq1i+dsjAMVYD3Kz87ErZNH0Kr7QK0WZGj6Rnd8dSVNd4kwJbxsJLC1MAMsKh/0cObMGd3tmxi9lStXguM4FBYW0uhnojfTp09XLW+5aNEivtMxCnQNWM9Ob98Apbz6CzJUh6yoCAuDhuDx48cVtiu5IX7jxo2GSIsYiUGDBgEA9u/fz3MmxJTNnDkTABAXF4fMzEyeszEOVID1LDn2MlLiYnWyKlJVKGQyPL7zL26fP4kWLVrg6tWrattyHIeHDx9W2IaYlo8++ghmZmZgjGH27Nl8p0NMlKOjI5o0aQIA+P7773nOxnhQATaA3Z9Ng1Ih52XfSoUcuz+bBgDIzc3FwIEDkZiYqLa9u7s7ioqKsH//ftUHhpiukqJ7+/ZtpKSk8JwNMVVffPEFOI6DVCrFhg0b+E7HaFABNoCslIc4vCoU0gLDTmwvLcjHoZWLVAO6AODJkyfo379/uaeAFAoFGGOQSCR48803ERcXh4SEBHz44YeGTJsYiI+PD9zc3AAAixcv5jkbYspK7jE/deoUz5kYFyrABhKzJxzxF6MNVoSlhQWIvxiNC7/9XOa5O3fuYPDgwSgsLCz1882bN8PV1RURERHIy8sDx3Hw9PTEmjVrUFhYiH379tFRsQn5f/bOPCyq6v/j7zsbMCAiCSoKiIgbLiQq+XVLbUHNrLRc0TQtLSvNcLc0l9wxLS2tLDc0NywTKy0XTNEwDBdQUdkVUFFgBma5n98fxPwkQBlk5sxyXs/zfsKZO3deMw185px7lhUrVkAQBOTn5+OHH35grcOxUTp37mzY4INvb1kWXoDNBBFha/gYpF04C22R2qTPpSlSIy0hDlvDx5TZaeRB/vzzTwwbNqzMQiFfffUVbt68iZEjR8LFxQXDhw/HxYsXQURwcHDAgAEDkJSUhGvXrmHixIkmfQ0c0yKTydCzZ08AwLZt2xjbcGyZ+fPnAwDu3r3L1xf4D7wAmxG9VoON7wzG1dPHTNYS1qhVSI49io3vvAa99uEbL+zduxfvv/8+AOD48eOIj48vc/+2bdsQGBhYrlXs5+eHNWvWoKioCHv37oW//+Pve8wxL3PmzIFMJoMoipg6dSprHY4NUzr3l/eylIdvxsAAQRAQMuh19J08DxKpDFK5/LHPqddqIep1+HnlR4jd9Z1Rj23bti1SU1OrtGH2sGHDMHv2bLRo0cKwPjUR4caNG1i5ciU+//zz6uhzzMytW7fg6emJM2fOoFOnTqx1ODbKhAkTsHbtWhARPD09kZuby1rJouAFmCFuDbwxZNGXaNy2AyBIqvU/QtTroNdqkZmUgO0zx5cZcGVKvLy8sGTJErzyyitQKpWG24uLixEdHY0PPvgA169fN4sLxzi6du2KY8eOQRAEPPPMMzh8+DBrJY6NkpiYiObNmyMpKQktWrRgrWNx8ALMmIYNG+LUpWv4K7cIF3IKoNNoIHdSQvKQvYRFUYRWrYJULsfFI9E4vnkt0i+wm7s7YsQIzJo1C82bNy/TKr5+/TpWrFjBV1eyMP7880907twZubm58PDwYK3DsVHq1q2L7OxsCIKAd955h/8dqABegBkil8tx/fp1NGzYEDk5OWjcrAVadH0W3m2C0TgoBHV9m0KmUICIIAgCdBoNclOu4kZ8LNIS4pAY8xtUeZazooyXlxeWLl2Kl19+uVyr+MCBA5gyZQpvFTPGxcUF9+7dg0QiweLFizFjxgzWShwbZe3atZgwYQK0Wi0Uiurvi27rEI/5o1QqKTo6mkq5evVqhcdJ5QpycHYhqVzB3NmYjBw5khITE0kURcNrFEWRrl69ShMmTGDuZ69Zs2YNERFptVpSKKzrM8VjXcnNzSUiosOHDzN3seAwF7C7uLm5UUxMDD3IyZMnmXuZIl5eXrRt2zZSqVRlXq9arabdu3eTr68vc0d7Sl5eHhER/f7778xdeGw3ISEhhi/fXbp0Ye5jwWEuYFepV68excfHG1qEj2oB21JGjRpVaav4rbfeYu5n63n55ZcN73n79u2Z+/DYbn799VciIrpz5w5zFwsPcwG7ia+vL12+fJkqQq1WM/czVxo1akSRkZEVtop37tzJW8Umyj///ENEROnp6cxdeGw7xcXFRET05ZdfMnex8DAXsIu0bNmS0tPTKyy+pTzxxBPMPc2d0aNHU1JSUrlW8ZUrV2jcuHHM/Wwlnp6ehvc4PDycuQ+P7eatt94y/B57enoy97HwMBew+TRo0IBycnIeWnyJiNq2bcvclVW8vb1p+/btFbaKf/jhB/Lx8WHuaE3p0qULNW7c2PDvzZs3ExFRcXExSSQS5n48tpuLFy8SEdHly5eZu1hBmAvYfIKCgkir1T6yAPfp04e5qyVkzJgxFbaKL1++zFvFVUinTp2IiEiv19OBAweof//+hi82UVFRzP14bDfu7u6G39t3332XuY8VhLmAXaRVq1a0fPlyunnzZqUFeOzYscw9LSk+Pj60Y8cOUqvVZd4nlUpFO3bs4K3iStKjR48KP1+iKFKnTp2Y+/HYbkqnuWk0Gt7TUrUwF7CryGQy0mg0RESk0+nK/IGcO3cucz9LzdixY+ny5csVtorHjBnD3M+S0rp160q/5Gk0GtqxYwd1796duSeP7aX0Uhuf5lblMBewq4waNcpQPAIDA+mdd96hM2fOEBHR0KFDmftZenx8fOiHH36osFW8fft28vb2Zu7IOg0aNKi0AD/IwIEDmbvy2E46duxo+ILctWtX5j5WEuYCdpWEhAQiIkpOTi5zu6OjI3M3a8u4cePoypUr5VrFSUlJdt0qVigUjyy+KpWKOnTowNyVx3ZSurLf3bt3mbtYUZgL2E1cXV1Jr9cTEdGHH37I3MdW4uvrSzt37qywVRwZGUmNGjVi7mju5OfnV1p8c3Jy6KmnnmLuyGNbKZ37u2HDBuYuVhTmAnaTFStWEFHJOrxSqZS5jy3mrbfeqrBVnJiYSK+//jpzP3Plxo0bZYpu6ftx+fJlatq0KXM/HtvK2LFjDZ+zevXqMfexojAXsJvcunWLiIiOHz/O3MXW07hxY9q1a1e5VnFhYSFt27aNGjZsyNzRlImLiytXfE+cOEF169Zl7sZje7lw4QIREV25coW5i5WFuYBdpG3btoY/hL1792buY08ZP348Xb16tcJW8ciRI5n7mSInT54s88Vj586dfJwBj0ni5uZm+N2aNGkScx8rC3MBu8hPP/1ERET37t1j7mKv8fPzo927d1NRUVG5VvHWrVvJy8uLuWNNJSsry/D6li9fToIgMHfisc2sWrXKcGmNz/01OswF7CKlXaHff/89cxce0IQJEyg5Oblcq/jSpUsUFhbG3K8qkSkcyMHZhWQKh7K3y2SGQVjR0dHMPXlsO9nZ2UREdOTIEeYu1hbh3x84JmTEiBHYvHkziAg+Pj5IT09nrcT5lyZNmmD58uXo27cvHBwcDLerVCrs3bsX4eHhyMrKYmhYgtLNHS26PQefNsHwDQqBh68/pHIFSBQhSCTQazXISUlGSnwsPOSEVbOnIP92Dry9vaHValnrc2yU9u3b46+//oIgCOjZsyeOHDnCWsmq4AXYDJw7dw5t27bF9evX0aRJE9Y6nEp45513MGXKFDRu3BiCIAAAiAiJiYlYuHAhtm7danYn7zbB6DpiAlr1CIVeq4XcSQmJRFLp8aIoQgaCIJVCl5mMddPeRtr5s2Y05tgTBw4cQJ8+fXDv3j24ubmx1rE6Kv9N5tQILi4uaN26NQBg/fr1jG04D+OLL75AkyZNEBAQgKioKBQXF0MQBLRs2RJbtmxBQUEBNm/ejPr16z/0PD4+Pti1axeeffbZarvU8fLB+I0/Y9xXexHYqx9kCgc4OLs8tPgCgEQigSiRQk8Aefpi3PoojN/4M9waeFfbhcOpjF69egEAdu/ezdjEOuEtYBOzdOlShIeHQ6fTwcnJCTqdjrUSxwgmTpyIDz74oMJW8YIFC7Bt27Zyj/n666/xxhtvQK1Wo3fv3jh58mSVn08QBIQMeh19J8+DRCqDVC5/7Neg12oh6nU4EPExYnd9ByL+K895fEaPHo1vv/0WRAQvLy/cvHmTtZLVwQuwicnKykL9+vVx4sQJdO3albUOp5oEBARg2bJlCA0NLXOtuLCwELt378a0adNw8+ZNuLq6IjMzE87OzgCA27dv43//+x8uX778yOeQyhUYvuxb+HfsBoWTssZfg0atQvKZ49gaPgZ6rabGz8+xL86fP4/AwEAkJyejadOmrHWsEt4FbUICAwNRr149AMD8+fMZ23AehytXruCll16Co6Mj3nvvPdy4cQNEBGdnZ4wcORKZmZm4cOECIiIiDMUXAJ544gkcPHjQ8DmoDKlcgdFf7EDTTt1NUnwBQOGkhH/Hbhj9+Q5I5QqTPAfHPnB1dUWrVq0AAGvXrmVsY73wFrAJiYqKwoABA5Cfnw9XV1fWOpwaJiAgAMuXL0doaCgUiocXtLNnz6JHjx4oKCgod58gCAiL2IymnbpD7uhkKl0DpS3hzZPDeHc0p1pERERg0qRJ0Ol0cHBwgCiKrJWsEt4CNiHPP/88AGDfvn2MTTim4MqVKxgwYAAcHBwwadKkh05Xat++PXbu3AmZTFbuvpBBr8O/Y7dqFd8jGz/DjPYehlSF0pZwp4GjjH4+DgcAhg0bBgA4efIkL76PAS/AJmLo0KFwdHQEEWHWrFmsdTgm5rPPPsOBAwcqvZ+IEBoais2bN5e5vY6XD/pOnletbuecG1dxeP1yox8HlBThfh98wkdHc4wmKCgIHh4lX/bmzp3LVsbK4QXYREydOhUAkJqaitTUVMY2HFPj6uqKIUOGVHp/6QjqIUOG4OrVq2jXrh0AYPDCdZBIy7eKH4Uoitj9yfvQFRfBp23HajlLpDIMWfRltR7LsV8WLFgAQRBw7949/P7776x1rBpegE2AUqlE27ZtAfC5v/bCq6++Wmbw1cPw9/dHfHw8fon9G96BQdWaanRy+wakxJ9GUJ9BCHjqaaMfDwBSuRxezdvAu3X7aj2eY58888wzAIA9e/YwNrF+jP/qzXkkc+bMgUQigV6vx9KlS1nrcMzAnTt3oNPpIIoicnJyKszt27fRunVrNGrUCH369EGhRxNI8zRGj4K8k5GCX79YBKWbO/p9OB+ndnxbbW+pXI6uIyYgcvq4ap+DYz+MHDkSDg4OICLMnj2btY7VwwuwCRg1qmRwy+nTp/nCG3bC3r17oVQqq7zusrd/ACZsPwahGt3Pe+Z/AI1ahQEzlsKlTl2jH/8gEqkMrZ7uA6WbO1R5dx7rXBzb58MPPwQA3LhxA5mZmYxtrB/eBV3DtGzZ0rBU4YIFCxjbcMyJMZseeLQKhqaoyOjnOL1nM5JPH0PTkB5o/8Jgox9fEXqtFi26Vn/ZTI594OrqisDAQADAunXrGNvYBrwA1zALFy6EIAgoKCh46KhYjn3j0yYYciNHPt/LzkL0qrmQOzrh5VnVG/1cEXInJbzbBNfY+Ti2yUcffQSJRAKdToeIiAjWOjYBL8A1TGhoKADgp59+YmzCsWR8g0IeubHCf9m7YAqKCu6j95vhcG/UuMZcJBIJGgeF1Nj5OLZJWFgYAODUqVP80loNwQtwDfLaa6/ByckJRIQZM2aw1uFYMB6+/kYd//fPO5EU8xsaNG+NriMm1LhPXV++li+nctq2bWuY+/vJJ58wtrEdeAGuQaZNmwYASE9PR0pKCmMbjqUiUzgYtRZzwZ0c7F8xGxKpFK/MiYC0gtW0Ht9JwdeH5lRK6dzf+/fv47fffmOtYzPwUdA1hFKpRFBQEABgw4YNjG04loxULgeJIoQqdkEf/OwTqPLuIOTV0fBo3BTFqrLrST+4s1HpfVK5AjIjCioRQaZQ8F2SOBVSurd1VFQUYxPbghfgGmLmzJmGub9LlixhrcOxYPRabZWLLwDcySxZSS1250bE7tz40GPndvUDAPxv6JvoH76wys8hCAJ0Gl58OeUZMWIEX1bXRPAu6Bpi9OjRAIC4uDho+B8yzkPQaYotrqWp02gszoljGYSHhwMAUlJSkJ6eztjGtuAt4BqgefPmaNCgAQBg0aJFjG041kBOSjLqN21ZpWPf3PDw3bQOfbkUh9cvAwB8ejanWj65KVer9TiObePi4oLWrVsDAL766ivGNrYHbwHXAKUDFAoLC/nWg5wqkRIfazHbuImiiBvxsaw1OBbIg3N/ly+vubnnnBJ4C7gG6Nu3LwBg//79jE041kJqQhyC+gyCg7MLaxXoNcVIS4grc5ujoyM8PDzg6elpiIeHB06cOIGTJ08yMuWYm9K5v7GxsXzurwngBfgxeeWVV6BUKvkABY5RJB7/tUZXs3ocHJ2ccHj7RuiLvkBBQQHc3d1Rq1atCo9NSUlB48aNzSvIYULr1q1Rr149AMD8+fMZ29gmAmD0ZiycBzhz5gw6dOiA9PR0eHvzzc05VWfokq8R2LOfSeb1VhkS0ay2Aq/4u1Xp8O3bt2Po0KEmluJYAvv27cOLL76I/Px8uLq6staxSfg14MfA0dERTz75JADgm2++YWzDsTZitqyDqKv6Bg6mQFtcjI9GvVLlnW34/tb2w3PPPQcAfFyLCeEF+DGYMWMGpFIp9Ho9Fi9ezFqHY2WkJcQhMykBeiN2UapJ9FotMhL/wYUTf6BZs2b466+/Hnp8Tk4Ojh49aiY7DkuGDh3K5/6aAV6AH4M33ngDAPD333+jqBpby3E4O2ZNgKhnM7hF1OuwY1bJutKFhYXo168frl6tfDqSh4cH1Go19u/fj5YtqzaFimOdTJ06FQCQmpqK1NRUxja2Cy/A1cTf3x9eXl4AgE8//ZSxDcdauZuZigMRH0OjVpn1eTVqFX5e+RHystIMt2VnZyM0NBTZ2dnljhdFEUQEhUKBfv364cKFC0hNTcXUqVON3tWJY9k4Ozujbdu2APglB1PDf3OqyaJFiwxzf/fs2cNah2PFxO76DslnjputCGuK1Eg+cxynd39f7r7k5GS88MILKCwsLHP77t27Ub9+fWzcuBH5+fkQBAHe3t5YsmQJioqKcPDgQcMfbY51M2fOHMOyukuXLmWtY9PwAlxN+vXrBwCIjo5mbMKxdogIW8PHIO3CWWiL1CZ9Lk2RGmkJcdgaPgZEFU+AOHPmDAYNGlRm3ueGDRuQnZ2NMWPGwNXVFQMHDsS5c+dARJDL5Xj++ecRHx+PjIwMzJ49GzKWI7s5j8XIkSMBAKdPn+Zzf00ML8DVYMCAAXB2dgYRYebMmax1ODaAXqvBxncG4+rpYyZrCWvUKiTHHsXGd1575LrPBw8exLhx4wAASUlJOHToUJn79+zZg6CgINStWxfr16/H/fv3IQgCvLy8MH/+fKjVahw6dAjBwcEmeS0c0xAYGIj69esDKFnhj2Na+DzgahAbG4tOnTohIyMDjRo1Yq3DsSEEQUDIoNfRd/I8SKQySOXyxz6nXquFqNfh55UfIXbXd0Y9NigoCDdv3sTNmzcfeWz//v0xb948tGvXznBdmIhw69YtrF+/HgsXLuQblVg4e/fuxUsvvYSCgoJKF2Ph1By8ABuJQqGASqWCVCrFggULMGfOHNZKHBvErYE33li9BfWbtoKeqvdLKup10Gu1yExKwPaZ48sMuDIlrq6uWLRoEYYPHw43t/9f4EOn0+HEiROYNm0aYmP52tOWiEqlgpOTEyIjIzFs2DDWOjYP74I2ktK5v6IoYuHCqu+3yuEYQ15WGp52ysewgNpwvJcFnaYYxYUFj9zAQRRFFBcWQKcpxvnD+7F+3AB8Obqf2YovANy/fx8TJ05EnTp10KdPH5w5cwaiKEImk6FHjx44efIkbt26hUWLFsHR0dFsXpyH89prr8HJyQlEhBkzZrDWsQt4C9hIUlNT4e3tjbNnz/LrWxyT8e677+Kzzz6DIAjo1asXYv8+hxZdn4V3m2A0DgpBXd+mkCkUICIIggCdRoPclKu4ER+LtIQ4JMb8BlXeHdYvw4CLiwvmz5+PkSNHwt3d3XC7Xq/HqVOnMH36dMTExDA05Jw9exZPPvkkUlNT4evry1rHbiCeqsXPz49EUSQiokGDBjH34bHNTJs2jR7Ez8+vwuOkcgU5OLuQVK5g7mxMevXqRX/++SfpdLoyrzMnJ4eWLVtGSqWSuaO9RalUkl6vJyKi2bNnM/exozAXsJpERkYSEVFhYSFzFx7bi1QqpbVr19J/6dixI3M3U0SpVNLSpUspJyenzOvV6XR08uRJ6t27N3NHe8miRYsM771CYV1f6Kw8zAWsJvn5+UREtGfPHuYuPLYVpVJJP/74IxGRoZellD59+jD3M3W6detGx48fL9cqvnPnDq1atYpcXFyYO9pyMjMziYjo1KlTzF3sLMwFrCIvvPCC4Y9jy5Ytmfvw2E48PT0pNja2wuJLRBQWFsbc0VxxdHSkRYsW0a1bt8q8F3q9ns6cOUOhoaHMHW0tzZs3N7zX/fv3Z+5jZ2EuYBU5efIkERFlZmYyd+GxnQQEBFBycnKlxZeIaPLkycw9WaRz58505MgR0mq1Zd6Pu3fv0tq1a8nNzY25oy1k9+7dRESUn5/P3MUOw1zA4qNQKAxdY4sWLWLuw2M7uXLlSoVF90EWLlzI3JNlFAoFzZs3j7Kyssq1is+ePctbbUbEx8eHNmzYQGPHjiVXV1cCQIWFhUREFBkZydzPDsNcwOIza9Yswy88H6HJU5PZvHnzIwvwV199xdzTUtKhQwc6dOhQuVbxvXv3aMOGDeTu7s7c0ZITHh5ueM9UKhUdP36ciEp6Xyobbc9j0jAXsPikpKQQEdHZs2eZu/DYXgIDA2n16tWkVqsNfxwfbOnt2rWLuaOlRSaT0cyZMyk9Pb3MeyWKIp07d45PE6wkY8eOrfBLnlarpUWLFlHz5s2ZO9pZmAtYdHx9fQ2/4IMHD2buw2O7ycjIICIydAmWcvToUeZulpy2bdvSwYMHSaPRlHnf8vPzaePGjeTp6cnc0VLSp0+fR/a4HD16lOrVq8fc1U7CXMCis2XLFkN3DWsXHttNUFCQ4YvegAEDKDg4mNavX095eXm0ePFi5n7WEIlEQuHh4ZSamlquVXz+/HkaOnQoc0fWadu27SMLMBHRM888w9zVTsJcwKJz//59IiKKiopi7sJjuzl06BAREeXl5TF3sYUEBgbS/v37qbi4uExhKSgooM2bN5OXlxdzRxZ54oknHll8ly9fztzTjsJcwGITGhpq+AYdGBjI3IfHNqNQKAyDij7//HPmPraWSZMm0fVjRyYgAAAgAElEQVTr18u1ii9dukSjRo1i7mfuPDjW4L/MmDGDuZ+dhbmAxebEiRNERJSVlcXchcd2M2/ePCIqGWVfOjWEp+YTEBBAUVFRVFRUVKboqFQq2r59O/n4+DB3NEeuXr1arvDq9XoaP348czc7DHMBi4xMJjPM/V26dClzHx7bza1bt4iIKDY2lrmLveTtt9+m5OTkcq3iy5cv07hx45j7mTJHjx4tU3w1Gg0NGTKEuZedhrmARWb69OmGb4Z8HVoeU6VLly6GItCrVy/mPvYWPz8/2rlzZ7luWbVaTbt27bLJubGlc39LW//2sNa4BYe5gEXm+vXrREQUHx/P3IXHdhMTE0NERLm5ucxd7D1jx46ly5cvl2sVJycn09tvv83cr6Zy48YNQ+Oia9euzH3sPMwFLC4+Pj6GX8Jhw4Yx9+GxzSiVSsNljiVLljD34SmJj48PRUZGkkqlKtMqLioqoqioKAoICGDu+KjIFA7k4OxCMoVD2dtlMsrNzSUiojlz5jD3tPcI//7AeYBNmzYhLCwMRUVFcHJyYq3DsVGWL1+OKVOmQK/Xw8XFBUVFRayVOP9h5MiRmDFjBpo3bw5BEAAARITU1FSsWrUKq1atYmwIKN3c0aLbc/BpEwzfoBB4+PpDKleARBGCRAK9VoOclGSkxMfCXaLDmo+nIv92Dho1agSdTsda367hBbgC7t27B1dXV/z000948cUXWetwbJTbt2/D3d0dx44dQ48ePVjrcB6Cl5cXFi9ejFdeeQXOzs6G2zUaDX777TeEh4fj0qVLZnXybhOMriMmoFWPUOi1WsidlJBIJJUeL4oipBAhkcog3ryBL8LfQtr5s2Y05vwXXoD/w7PPPotff/0VRISgoCD8888/rJU4NkhoaCiio6NBROjcuTNiY2NZK3GqyNChQzFr1iy0atWqTKs4PT0dn3/+OZYvXw5RFCt9/OjRo9G/f3+88847yMrKMvr563j5YPDCdfBq3gYSuRxSqczoc4h6HfRaLTKTErB95njkZaUZfQ7O48ML8H+IiYlBly5dcOvWLdSvX5+1DsdGOXPmDDp06ICbN2+iQYMGrHU41cDT0xOLFy/GoEGDUKtWLcPtWq0Wv//+O6ZOnVruC7yzszMyMzPh6uqKc+fOoXv37rh//36Vnk8QBIQMeh19J8+DRCqDVC5/7Neg12oh6nU4EPExYnd9ByJeDsxJ5f0VdohMJkNISAgAYMuWLYxtOLaKm5sb2rdvDwBYu3YtYxtOdcnOzsaYMWPg6uqKgQMH4ty5cyAiyOVyPP/884iPj0dGRgZmz54Nmayklfraa6/B1dUVANCuXTvs3bsXCoXikc8llSsQFrEZfSbNhdzRqUaKb8l55ZA7OqHPpLkIi9gMqfzRLpyag7eAHyA8PBxLly6FKIqoU6dOlb+ZcjjGsG7dOowfPx46nQ5OTk58IIwN4e7ujk8//RSDBw9G7dq1DbfrdDocPXoUnp6eaNOmDYCSbmtBEBAZGYnhw4dX2vqUyhUY/cUO+LQOhtzRdINCNWoV0s6fxcaJg6HXakz2PJz/hxfgB7h27Rr8/PyQkJCAtm3bstbh2Cilg/x++eUXhIaGstbhmIj+/ftj3rx5aNeuXZnBUaWF98GfV6xYgQ8//LDcOQRBQFjEZjTt1N2kxbcUjVqF5DPHsXlyGO+ONgO8C/pfGjVqhMaNGwMomR7C4ZiCgQMHwtXVFURU4R9cju3w008/oX379qhTpw6++OILFBcXA4Ch+D7485QpUzB58uRy5wgZ9Dr8O3Z7ZPHVqFVIOnEIv3+9AlumvI4lfZ/EjPYemNHeA4e+XFplZ4WTEv4du6HTwFFVfgyn+vAW8L989913GDVqFIqLi+Ho6Mhah2OjJCQkoHXr1khLS4OPjw9rHY6ZcHJyQmZmJtzc3B563KhRo7Bp0yYAJaOdJ++KqVLL99pfJ7DhzZcqvK/3m+F4ZvxUo3y1RWqsHNiFj442MbwF/C8vvVTy4T106BBjE46tUr9+fQQGBgKARSzgwDEfr7766iOLL1DSENi1axcaN26MwQvXQWLEFCMnVzf4d+qO7iMnYsin61Grrme1fSVSGYYs+rLaj+dUDd4CBtCrVy8cPnwYRIT27dsjPj6etRLHBildYU2j0cDBwYG1DseMHDp0CL17967y8RmFWmxJugsSqtZGEvV6SKTSMrct6dceeVlp1WoBAyWt4A1vvsQX6zAhxs/gtkHmzp0LAMjJyeHFl2MyBg4cCACIjo5mbMIxN9evX4dOp8Pt27eRnZ1dYe7du4d27dqhQ4cOUDXrDFSx+AIoV3xrAqlcjq4jJiBy+rgaPzenBLsvwBKJBJ07dwYAbNu2jbENx1YZNWoUlEoliAhTpkxhrcMxM+PGjcO4cY8uZDt37oTSzR0zf0lgPidXIpWh1dN9oHRzhyrvDlMXW8XurwFPmjQJMpkMRISPP/6YtQ7HRpk5cyaAkqluycnJjG04lkyLbs9Bp7GMebh6rRYtuj7LWsNmsfsC/PbbbwMALl68yBfe4JgEX19fBAQEAACWLFnC2IZj6fi0CYbcSclaAwAgd1LCu00waw2bxa4KcN26dfHUU08ZJsU3aNAATZo0AQCsXLmSpRrHhlm+fDkEQYBarcaGDRtY63AsHN+gkIfuamROJBIJGgeFsNawWezqGvCOHTvQq1cvZGRkYNOmTQgICIAgCCguLsa3337LWo9jo/Tv3x8AEBUVxdiEYw14+PqzVihDXd+mrBVsFrsqwKVTPxo2bIgZM2YYbr969Src3NyQl5fHSo1jo0ycOBEODg585StOlZApHJgPvvovMoUCUrmCrw9tAiyjn8NMZGRkVHh7YGAgsrKysH37dnTq1MnMVhxbpnTEc2JiIjIzMxnbcCwdqVwOeshewiwgIsiqsGMTx3jsqgCnp6dXep+joyMGDx6Mw4cPl1mrlcOpLi1btoSvry8AYP78+YxtONaAXquFYCHXf0sRBMFiRmXbGpb1f9rEVNYCfpBvv/2W7wLCqRFKB18VFBQgMjKStQ7HCtBpii2uq1en0Vick63AC/ADLFmyBO+//76ZbDi2jEQiwbPPlsyf/OGHHxjbcKyJnBTLmieem3KVtYLNYleDsB5WgKdNm4alS6u+bReH8zCmTp0KuVwOIkJ4eDhrHY4VkRIfC88mzY2eiqS+nwdRrzf8m6jkWrK2SI3Cu7cNt8scHOCgdKnSOUVRxI34WKM8OFXH7guwKIoYP348n5/JqVHeffddAEB8fDzu3OHL+HGqTmpCHIL6DIKDc9WKZCmrh/aqcPvAY5s+x7FNnxv+3b7/YLw67/Nyx1WEVq1CWkKcUR6cqmNXXdD/HYWq0WgwdOhQXnw5NUpwcDAaNGgAAPjoo48Y23CsjcTjv0Iql7PWAFAyKjsx5jfWGjaL3W1HqNfrIZFIoNPp8MILL+CXX35hrcSxMX7//Xf07NkTeXl5qFOnDmsdjhUydMnXCOzZD1IZu05KUa/D+cP7+W5IJsQmW8AyhQMcnF0gU5Tdc7Vx48aQSCQgIrz55pu8+HJqHIVCgW7dugEANm/ezNiGY63EbFkHUadl6qDXahGzZR1TB1vH6q8BK93c0aLbc/BpEwzfoBB4+PpDKleARBGCRAK9VoOclGSkxMfiySYNodKJOPHHYWzcuJG1OscG+eijjyCTySCKomEHJA7HWNIS4pCZlIBGrZ5k0h2t12qRkfgP0s6fNftz2xNW2wXt3SYYXUdMQKseodBrtZA7KR86alAURSgkAkgQcDvxb2xbOJ1/uDg1TnZ2Njw8PHDq1CnDPtMcTnWo4+WDybtiIHd0Mvtza4vUWDmwS4WDujg1h9UV4DpePhi8cB28mreBRC6HVGp8I16v00HUaZGZlIDtM8fzDxmnRujevTuOHDkCQRDQs2dPHDlyhLUSx8p56tXR6DNpLhRm3J5Qo1bhQMTHiN31ndme016xmgIsCAJCBr2OvpPnQSKV1Ui3jF6rhajXGT5sfAUszuNw4sQJ/O9//0Nubi48PDxY63BsAEEQEBaxGf4du5mlCGuK1Eg+fQybJ4fxv4dmwCoKsFSuwPBl35rsQ6hRq5B85ji2ho/hS65xqoVSqUR+fj4kEgk+/fRTfv2XU2NI5QqM/mIHfFoHm7Q7WlOkRlpCHDZOHMz/DpoJiy/AZvvwqVVIO3+Wf/g41SIiIgKTJk2CXq+Hs7MziouLWStxbAizNEJOHytphDAefW1PWHQBLu1+adqpu1kGIpS2hHn3C8dY7ty5gzp16uDIkSPo2bMnax2ODVLmMpxMBqms5i7D/bzyI37NlwEWPQ84ZNDr8O/YzWyjABVOSvh37IZOA0eZ5fk4tkFoaCjq1KnD133mmBQiwqmdG7FyYBcUZt6A7DF2TRX1OmiL1Ei/+DdWDuzCiy8jLLYFXJ0h+FdOHcGZvZuRlnAWBXdyAEFArbr14NO2Azq9EoYmwV2qdB4+BJ9jDHFxcWjfvj2ysrLg5eXFWodj4ygUCmRlZaHIoRY2HfsbOveGVZ6KqVWrIJXLcfFINI5vXov0C3+b0ZzzXyy2AI/f+HOVJ6ETEaIWheP07u8Nt8kcHCEIArRFasNtXYaPxwtTHr0xul6rRfrFv/Hl6H7Vk+fYDXXq1EFubi4kEglmzZqFRYsWsVbi2DD16tXDsWPH0KxZMwBAu3btcDU1HS26PgvvNsFoHBSCur5NIVMoQEQQBAE6jQa5KVdxIz4WaQlxSIz5Dao8vkGIJWCRBdi7TTDGfbW3yq3fv/Ztw+55Jfv4tn6mP56fOAt1ffwBADk3ruLg6k9w8Ug0AGDE8u8Q2OvRhVVbpMaGN1/ii3VwHsr69esxbtw4aLVaODo6QhRF1kocG6V9+/aIioqCt7e34TZ/f39cu3at3LFSuQIyhQI6jYYPKrVgLPIacNcREyAxYoDB3z+XbHj+hLcfhixabyi+AODRuCmGLfkG7o0aAwD++W1flc4plcvRdcSEqktz7JIhQ4YAAA4dOsSLL8dkDBkyBDExMWWKLwA4OztXeLxeq0FxYQEvvhaOxRVgpZs7WvUINWoXkPzcWwCABs0CK3ycVC5Hg2aBAACNqrBK55RIZWj1dB8o3dyr7MGxL1577TXUqlWLD77imAyJRIJFixYhMjISTk7lewQrK8Ac68DiCnCLbs9BrzVuHlqdhr4AgKzLF6DX6crdr9dqkXX5AgCgYaugKp9Xr9WiRddnjXLh2A+le/2mpqbiwoULjG04tkatWrWwb98+zJgxo9JjeAG2biyuAPu0CYbcyInmTw0aDQC4nXYd22e+idzU/78mknPjKrZNH4s76Tfg3qgxug4fX+Xzyp2U8G4TbJQLxz6oX78+WrVqBaBkEQ4OpyZxdHTEiRMn8MILLzx0TQKl0nxrRHNqHovbjtA3KOShQ+kromWP59FvynwcXD0f5w/9hPOHfjIM4NIWqeFYqzZCXh2N596eAUeXWlU+r0QiQeOgEKNcOPbB8uXLIQgCiouL8dlnn7HW4dgYderUQUBAAICSBTgqg7eArRuLawF7+Po/+qAK6Dp8PEYs3wgX95JF8LVFasMUpNIBCUUF940+b13fptXy4dg2r7zyCgDgwIEDjE04tkhWVhY6duyI77//HhpN5QOpeAG2biyqAMsUDpDKFUY/TqNWYdu0sfj+/eGoXb8hxqzdidm/J2H24USMWbsTnk2aI/7ATqwNe95wLbjqTopqOXFslzFjxsDJyQlEhClTprDW4dgo58+fx+uvvw4/P79KizAvwNaNRRVgqVwOqsZUjuhVc5Hw2z7U9fXHW1//iICnnoazmzuc6zyBgKeexltf/4i6vv4ozLuNHxdPM+rcRASZghdgzv9TOigmOTkZ169fZ2zDsXX69+8Pxb8LayxcuBDJycmG+4y9XMexLCzq/55eq4Vg5AequLAAp/duBgB0HvxGhYt3yB2d0HnwGwCAG/GxJctUVpHSlWQ4HADw8/ODv3/JZZJPP/2UsQ3HHpgzZw4AICkpCbNnz0azZs3w8ssvY+XKlYiMjGRsx3kcLGoQlk5TDL1WY1SXb25KMsR/px6VLrZREU94NzH8fCcj1XCt+NFOfCUZzv+zYsUKCIIAlUqFb7/9lrUOx8bp1auXYX3x0rnmoigiKioKUVFRLNU4NYBFtYABICcl+dEHPYAg+f8RgnlZ6ZUe92Cr18HZpcrnz025apQPx7bp27cvAGDv3r2MTTj2QEREBARBQHZ2Nvbv389ah1PDWFwBTomPNWpJP4/GAYZu5zN7t1S4EIeo1+PMnk0AACdXN3hUcWSzKIq4ER9bZReObfP+++/DwcEBRIQPP/yQtQ7HxvHz80ObNm0AAEuXLmVswzEFFleAUxPioFWrqny83NEJHV4aDgDITPwHmyYNx80rFyGKIkRRRNblC/ju3SFIOXcGANBl2FuQSKVVOrdWrUJaQpzxL4Jjk3zwwQcAgIsXL+LmzZuMbTi2ztq1ayEIAtRqNVasWMFah2MCLOoaMAAkHv8VL89abtRj+rz3EW6nXsPlP383RKZwAFByXbmUdqGvoOcbk6t8XoWjE7Iv/GX4tyAIcHZ2hqurK2rVqlXmv0lJSbh06ZJR3hzrITAw0LAQ/ty5c9nKcGwepVKJZ58tWQb3+++/f8TRHGvFIrcjHLrkawT27GfUhgxEhPOHf0L8gV3IuHQOBXdySwqme114Bz6J4BeHokW356p8PgFAczcFBjSuBZ1OZ9hurrJh/4WFhahduzb0en2Vn4NjPURHRyM0NBT5+flwdXVlrcOxcb766iu8+eab0Ov1cHV1hUpV9V5BjvVgcS1gAIjZsg4tuz1nVAEWBAFtnnkRbZ55sUYc9FoNGmjyIQiukMvlkMsfvj3itWvXePG1UWQyGXr37g0AfNoHxyyEhYUBAH799VdefG0Yi7sGDABpCXHITEowelekmkKv1SL1wt94qkUTHDx4EAAeuiA6AKxatcocahwGTJ8+HXK5HKIoYto04xZy4XCMJTw83LDS2oQJfE9yW8Yiu6ABoI6XDybviqlwYQ1Toy1SY+XALsjLSoNEIsGePXswYMCASo/Py8tDgwYNUFRUZEZLjrnIzMxEgwYNcPbsWQQH892xOKYlOzsbHh4eiI+Px5NPPslah2NCLLIFDAB3M1NxIOJjaIwYEV0TaNQq/LzyI+RlpQEomYo0YsQInDt3rtLH1K5dG9euXTOMkuXYDh07dkT9+vUBALNmzWJsw7F1+vfvDw8PDxARJk2axFqHY2IstgUMlFzXDYvYDP+O3aAwco/g6qApUiP59DFsnhxWrsvZx8cHp0+fRr169crcTkRltgtTq9XYsWMHJk+ejLy8PJM7c0zLkSNH0KNHD9y9exfu7u6sdTg2TmJiIpo3b46MjAw0atSItQ7HxFhsCxgoKW5bw8cg7cJZw9aCpkJTpEZaQhy2ho+p8HpvamoqXnrppXLdzJGRkejTpw8SEhJARHBycsLrr7+O27dvIyYmBu3btzepN8d0ODo6omvXrgD4VBCO6QkMDESzZs0AAPPmzWNswzEHFt0CLkUqV2D4sm9N1hLWqFVIPn0MW8PHQK97+MCvYcOGYevWrYZ/h4SE4PTp0wBKWsmff/45+vTpA9m/I7iJCCkpKZg3bx6+++67GnfnmI5PP/0U06dPhyiKqFWrFh+NyjEpR48eRffu3flUNzvColvApei1GmyeHIboVXOhLVLX2OhovVYLbZEaByI+xqbJYY8svgCwbds2LFiwAAAQExNjKL5ASSv5xRdfhLOzM5YsWYK8vDwIgoDGjRtj48aNuH//PlatWgVHR8ca8eeYlrFjxwIATp06xYsvx6S4u7sbelvWr1/P2IZjLqyiBfwgbg28MWTRl/Bq3gZSuRwSqfFTmUW9DnqtFplJCdg+c7xhwJUxPPPMM/jnn3+QnZ390OMGDx6MBQsWwN/f33CtWKfT4fDhw5g4cSKuXuWbPVgiTz/9NP744w8QEbp3746YmBjWShwbZsuWLRg+fDi0Wi1cXFyg4Vug2gVWV4BL8W7dHl1HTECrp/tAr9VC7qR86ObUoihCq1ZBKpfj4pFoHN+8FukX/jabb2BgIFavXo0ePXpA+u9a1ESExMREzJgxA/v27TObC+fRnDx5Ek899RSys7PLDbzjcGoSiUQCtVoNhUKBPXv2YODAgayVOGbCagtwKUo3d7To+iy82wSjcVAI6vo2hUyhMIxO1mk0yE25ihvxsUhLiENizG9Q5d1h5uvi4oJly5YhLCwMzs7Ohttv376NL774AvPmzTNqNyhOzePi4oJ79+5BIpFgwYIFhg3RORxT8Mknn2DOnDkgInh5efGNPuwMsrVI5QpycHYhqVzB3OVhmTBhAqWlpZEoilRKcXEx7dy5k+rXr8/cz16zevVqIiLSarWkUFj2Z4jH+nP37l0iIjp58iRzFx6zh7mA3adz584UGxtLer3eUIhFUaS4uDjq3r07cz97S15eHhERHT58mLkLj21n2LBhht/3Dh06MPfhMXuYC/D8m7p169K2bduoqKioTCHOzMykyZMnM/ezh/Tv39/wvrdv3565D49t5/r160REdO3aNeYuPEzCXIDnP5FIJDRz5kzKzs6mB1GpVPTtt99S7dq1mTvaav7++28iIkpPT2fuwmPb6dSpk+Hy0+DBg5n78DAJcwGehyQ0NJQSEhLKXCfW6/V07NgxCgoKYu5nS6lbt67hfZ4+fTpzHx7bTmxsLBER3blzh7kLD7MwF+CpQnx9fenHH38krVZbpnv62rVrNGrUKOZ+tpBvvvmGiIg0Gg1JJBLmPjy2Gy8vL8OXvY8//pi5Dw+zMBfgMSIKhYKWLl1qGChUyr179ygiIoIcHR2ZO1pr8vPziYho//79zF14bDt79uwhIqKioiL+Zc++w1yAp5oZOnQoXblypUz3tFarpQMHDpC/vz9zP2vKg6NRmzdvztyHx3ajUCgMPVmbNm1i7sPDNMwFeB4zrVu3pj/++IN0Ol2Z7umLFy9S//79mftZWtzc3Ojrr7+mGTNmUL169QgAXbx4kYiIrl+/ztyPx7azcuVKw1gONzc35j48TMNcgKeG4uLiQl999RUVFhaW6Z7Ozc2ljz/+mHd1/ZuXXnrJ8N5oNBr68ccfDb0IEydOZO7HY9spvdTxxx9/MHfhYR7mAjwmyDvvvEPp6enlVtn64Ycf7H6Vrd69e1NF6PV6mjRpEtWpU4e5I49tZvz48YYeqpYtWzL34WEe5gI8JkyXLl0oNja2TCEWRZH++usv6tatG3M/FmnXrl2FBbgUtVrN51vzmCQZGRlERHTp0iXmLjwWEeYCPGaIp6cnRUZGlltlKyMjg9577z3mfuZMw4YNH1qASwkLC2PuymM76dWrl+GLcN++fZn78FhEmAvwmDESiYRmz55d4SpbX3/9Nbm6ujJ3NHUcHR0rLbqlfyB///13cnZ2Zu7KYzs5d+4cERHdunWLuQuPxYS5AA+j9O3bl86fP19ula2jR49S27ZtmfuZMqUDYSpiy5YtfBcknhqNn5+f4ffsgw8+YO7DYzFhLsDDOH5+frR///5yq2wlJyfTiBEjmPuZIqWL4P+XhQsXkiAIzP14bCsHDx4kIqLCwkLmLjwWFeYCPBYShUJBy5cvr3CVrZUrV9pUq/DMmTNlXqNOp6O33nqLuReP7cXZ2dkwR3/dunXMfXgsKswFeCwww4cPp6tXr5ZbZevnn38mPz8/5n6Pm0uXLhleV0FBAfXr14+5E49tZv369YYveUqlkrkPj0WFuQCPBadt27Z05MgR0uv1Zbqnz58/Ty+88AJzv4dFpnAgB2cXkikcyt1X2srXaDR8I3Qek0alUhER0c8//8zchceyIvz7A4fzUFxdXbFixQoMGzYMSqXScHtubi5Wr16NhQsXQhRFZn5KN3e06PYcfNoEwzcoBB6+/pDKFSBRhCCRQK/VICclGSnxsbiXehVRG1bD1VGB1157DTt37mTmzbFtwsPDsXTpUhAR/Pz8kJKSwlqJY0HwAswxmokTJ2L69Onw8vKCIAgAAI1Gg7179+K9995Ddna22Vy82wSj64gJaNUjFHqtFnInJSQSSaXHi6IIQa+DTKFAHe19fDLmVaSdP2s2X459kZ2dDQ8PD8THx+PJJ59krcOxMHgB5lSbrl27IiIiAsHBwYZCTESIi4vD5MmTERMTU+ljFy1aBF9fX4wbNw4qlcro567j5YPBC9fBq3kbSORySKUyo88h6vXQazXITErA9pnjkZeVZvQ5OJzKePHFF7Fv3z4QEZ5++mkcO3aMtRLHwuAFmPPY1KtXD6tXr8ZLL70EhUIBoKQQZ2ZmYsmSJVizZk2Z49u1a4f4+HgAwK5du/Daa6+BqGofQ0EQEDLodfSdPA8SqQxSufyx/fVaLUS9DgciPkbsru+q7MLhPIykpCQ0a9YM6enp8Pb2Zq3DsUAq76vjcKrIrVu3MHjwYDg5OeGjjz5Cbm4uBEFAw4YNsXr1ahQWFmLDhg1wdXUFALz//vuGxw4aNAjz5s2r0vNI5QqERWxGn0lzIXd0qpHiW3JeOeSOTugzaS7CIjZDKlfUyHk59kvr1q0REBAAAFX+fHPsD94C5piE/v37Y/HixWjZsqWhe1qv1yM2NhYdOnQwtJRLGTZsGCIjIys9n1SuwOgvdsCndTDkjk4m89aoVUg7fxYbJw6GXqsx2fNwbJujR4+ie/fuuH//PmrXrs1ah2Oh8ALMMSlNmjTBmjVr8Nxzz0Emq/w6bVFREXr27IlTp06Vu08QBIRFbEbTTt1NWnxL0ahVSD5zHJsnh/HuaI7RuLu7IycnBxKJBMuWLcPUqVNZK3EsFN4FzTEp165dQ79+/VCrVi189tlnlU5VcnR0RFRUFHx8fMrdFzLodfh37GaW4gsACua2opoAABUTSURBVCcl/Dt2Q6eBo8zyfBzbYs2aNZBIJNBqtZg5cyZrHY4Fw1vAHLMxfPhwbNmy5aHHXLp0CR07dkRhYSGAktHOk3fFVKn4xv0YiV1z33vkcW+s24WmIT0eeZy2SI2VA7vw0dGcKiORSKBWq6FQKLBr1y68+uqrrJU4FgxvAXPMxqRJkx55TMuWLZGWloYWLVoAAAYvXAeJkVOMBIkELk94VJqqDrKSSGUYsuhLo56bY9/MnTsXCoUCoijinXfeYa3DsXCMnzzJ4VSDwMBAdOjQoUrH1qlTB5cuXcLuw8eRWMvf6NHOtes1xLSfH39xDalcDq/mbeDduj1frINTJd59910AwOnTp826IA3HOuEFmGMWbt68idjYWLi7u+P+/fvIz8/H/fv3DSn9d7t27dCkSRO0b98ekibtIMvTML1GIpXL0XXEBEROH8fQgmMNDB8+HG5ubiAiQyHmcB4GL8Acs3D79m089dRTVT6+RdsgjPr2ICCRmtDq0UikMrR6ug+Ubu5Q5d1h6sKxbBYsWAAAuH79Ov766y/GNhxrgF8D5lgkSt8WKFarWWsAKFkpq0XXZ1lrcCyYkJAQ+Pr6AgBmzJjB2IZjLfAWMMci8WkTDLmT8tEHVkDh3dtYM6w3clOuQhRF1KpbD75tO6LjyyPQpEMXo88nd1LCu00wzu7fUS0fju2zZs0aCIKAO3fu4IcffmCtw7ESeAuYY5H4BoU8dFejh6EtUiEz8R/DdoR3M1IQH70LG958Cbvmvge9TmfU+SQSCRoHhVTLhWP7eHl5GQYYfvbZZ4xtONYEbwFzLBIPX3+jH1PLoz56vxmOwF794NG4KWQKB4h6PdLOx+HQl0txNfYo4n6MhMJJiRenLTbq3HV9mxrtw7EPvvjiCwiCgOLiYsN1YA6nKvCFODgWh0zhgPmn0mv0nKIoYuuHr+PikWgIEgk+2PMn6voYV+RnhzTk60NzyqBQKFBYWAiZTIZNmzZh1Ci+ehqn6vAuaI7FIZXLQZUsWVldJBIJ+kyaCwAgUcSlY78a9XgigkzBd0nilGXJkiWQyWQQRRHvvffoVdg4nAfhBZhjcei1WgjVvP77MOr6NIGz2xMAgDvpN4x6rCAI0Gl465dTlrFjxwIo2f3o3r17jG041gYvwByLQ6cptriuXp1GY3FOHLZMmDABLi4uICK8/fbbrHU4VggvwByLJCclucbPeTvtOgrzbgMA3Bv6GvXY3JSrNe7DsW5mz54NAEhMTERiYiJjG441wgswxyJJiY+tdOvCinjUvr1EhOhV8wCUbNbQottzVT63KIq4ER9b5eM5tk/v3r3RoEEDAMAHH3zA2IZjrfBpSByLJDUhDkF9BsHB2aVKx+dlpWHbtLHoMGA4Ap7qgToNfSEIAkRRRPr5szj01VJcOfkHAKDTwFHwaFz1aUW64iKkJcSVu93DwwPe3t5lkpGRgdWrV1f53BzrJCIiAoIg4NatWzh48CBrHY6VwqchcSwSpZs7Zhz8BzKFQ5WOv5uZiqUvBBv+LVM4wEHpgmJVAXSaYsPtwS8OxcuzV0Iqq/p3T6kAvOqpg05VgOzsbNSrVw+NGjWCg0PFbl5eXsjKyqry+TnWhb+/P65cuQJBEPDBBx8gIiKCtRLHSuEFmGOxDF3yNQJ79qtSsdQWqXEmaitSE/5CVtJ5FN69DXV+HmQKB9T29IJvu44IHjDM+BWtiNDcTYGXm9Su0uFJSUmGvYw5tskvv/yC5557DiqVCs7Ozqx1OFYM74LmWCwxW9ahZbfnqlSA5Y5O+N+QsfjfkLE16qAtLsKCsWFo9/VaNGnS5JHHb9q0qUafn2NZuLi4oHfv3gCA77//nrENx9rhg7A4FktaQhwykxKg12qZPL9eq0VG4j84+8cvCAgIwPbt2wFUPOCr9LZz586Z1ZFjXiIiIiCVSqHT6TBlyhTWOhwrhxdgjkWzY9YEiHrjNk+oKUS9DjtmTSj5WRQxcuRI7N+/H4IglCvCgiAAAH766Sfk5uZi3bp18PT0NLszx7QMHz4cAPDrr79CbSHbZXKsF16AORbN3cxUHIj4GBq1yqzPq1Gr8PPKj5CXlWa4TavV4tVXX8Uff/xRYRFWqVQQBAFPPPEExo8fj5s3b+LKlSsIDw+HzIhBXxzLZPr06XBycgIRYcKECax1ODYAL8Aciyd213dIPnPcbEVYU6RG8pnjOL27/DW+oqIivPjiizh9+rSh1QsAarUa9evXR/fu3XH48GFoNBoIgoCmTZti6dKlUKvV+PPPP9G/f3+zvAZOzVM63zc+Ph6pqamMbTi2AC/AHIuHiLA1fAzSLpyFtsi03X6aIjXSEuKwNXxMpYt7FBQUoE+fPkhISDDcFhUVhfz8fBw/fhzPPPMMHBwcMG7cOFy4cAGiKEImk6Fz58748ccfUVBQgN27d6Nly5YmfS2cmmPAgAHw8PAAEfFNFzg1Bp+GxLEapHIFhi/7Fv4du0HhpKzx82vUKiSfPoat4WOg1z164Ff9+vVx7NgxBAQEoFevXvjjjz8qPM7FxQVz5sxBWFgY6tevb2g5ExFu3bqFbdu2Yd68ebh//36Nvh5OzZGUlIRmzZohLS0NPj4+rHU4NgIvwByrQhAEhAx6HX0nz4NEKoNULn/sc+q1Woh6HX5e+RFid31n1GNr1aqFZs2aIS6u/EpZFREQEIAFCxagb9++cHH5/1W+iAiJiYlYs2YN1q1bZ5QDx7S0bt0a//zzDwRBwNixY/HNN9+wVuLYCLwAc6wStwbeGLLoS3g1bwOpXA6J1PhBTqJeB71Wi8ykBGyfOb7MgCtzEBoaitmzZyMkJKTMIC2tVosTJ07gk08+qbRVzTEfx48fR9euXXH//n3Url21BVk4nKrACzDHqvFu3R5dR0xAq6f7QK/VQu6khOQhewmLogitWgWpXI6LR6JxfPNapF/424zG5ZFIJHj33Xfx9ttvIyAgoMzgrvv37+Onn37C7NmzcePGDXaSdoq7uztycnIgkUiwbNkyTJ06lbUSx4bgBZhjEyjd3NGi67PwbhOMxkEhqOvbFDKFAkQEQRCg02iQm3IVN+JjkZYQh8SY36DKu8Nauxzu7u6YO3cuhgwZgrp165a5XpyRkYHvvvsOn376KVQq807Lsle2bduGoUOHQqvVQqlUQqdjMyedY7sQD48tRipXkIOzC0nlCuYu1Unbtm1p3759pFKp6EH0ej3Fx8fTyJEjmTvaciQSCRUXFxMR0c6dO5n78NhkmAvw8PA8IoMGDaLTp0+TTqcrU4yLioooOjqaQkJCmDtae6Kjo+nixYv07rvvkrOzMy1YsMDwhcfT05O5H49NhrkADw9PFaNQKGjmzJl0/fp1EkXRUIhFUaQ7d+7Qhg0bqH79+sw9rS2CIJT5YnPnzh1Sq9VERPTnn38y9+Ox2TAX4OHhqUa8vLzo66+/pjt37pQpHqIo0rVr12jGjBkkk8mYe1pL/tvVX/pe7t+/n9q1a8fcj8cmw1yAh4fnMdO5c2c6ePAgFRUVlSkgOp2OYmNj6ZVXXmHuaOnJyckpV4Af5NChQ9SsWTPmnjw2FeYCPDw8NZiRI0dSfHw86fX6MgVEpVJRVFQUtW7dmrmjJebGjRsPLcBERJ9//jlzTx6bCnMBHh4eE0SpVNKCBQsoLS2t3PXiW7du0erVq8nd3Z25p6XkwoULFRbd0vcuMTGR/Pz8mHvy2FSYC/Dw8Jg4fn5+tGXLFrp371654pKYmEjvvvsuSSQS5p4sc/r06UpbvtHR0VS7dm3mjjw2F+YCPDw8Zkzv3r3pyJEjpNFoyhQZrVZLx48fp+eff565I4v88ccfFRbfZcuW2f2XEx6ThbkADw8Pg0gkEnr77bfp4sWLZbqoiYjy8/MpMjKS/P39mXuaK9HR0WXeA7VaTWFhYcy9eGw6zAV4eHgYx83NjVauXEk3b94sd704IyODFi9eTC4uLsw9TZnLly8bXndGRgZ16tSJuROPzYe5AA8PjwUlMDCQdu/eTQUFBWVahHq9nhISEmjMmDHMHasTmcKBHJxdSKZwqPD+/Px8IiLKy8ujBg0aMPflsf3wzRg4HE6lDBgwANOnT0eHDh3KbJmo0Whw/PhxzJ07FzExMQwNK0bp5o4W3Z6DT5tg+AaFwMPXH1K5AiSKECQS6LUa5KQkIyU+FqkJcXDT3sfh6J+h1Wrh7++PtDTzbk3JsU94AeZwOI9EJpNh8uTJeOutt9CkSZMyWybm5eVh3759mD17NtLT0xlaAt5tgku2p+wRatT2lI5KJZrVcUTmiYOYGDbYjMYce4YXYA6HYxSenp6YN28eXn31Vbi7u5fZMjE1NRXffPMNlixZAo1GYzanOl4+GLxwHbyat4FELodUKnv0g/6DAEBbXISMxH+wfeZ45GXxVjDHtFT+1ZDD4XAqIDs7GxMmTEDdunXRqVMnHDhwAEVFRRAEAb6+vvjkk0+gUqkQFxeHwYMf3Zp88v/au/+Yqs47juOf++NcfnSL4mqiTlCjdg2V+LuaiKRuqQt11jbKrFG34eas1WS1K3Ori+iIbdYu0naxNpr5I3axDI3JZrGxLsECaYCAWpyjxrvUXpUsosV1vZfdH+fuDyINc8BBDvdc4P1KSODwnOd57j/3k+85z3nOzJmqr6+31PZ/uVwuzS8o1JZj1RqfPVNGatp9ha/UUYl4U1I1PnumXjheo/kFhV0qfcBuVMAAbLFq1SoVFRVp+vTpXS77tre368yZMyouLlZjY+M955WXl2vFihWKxWIqKCjQiRMnLI3nMXxa/doBTZ67UL60dNs+x13hUFD++ir9sWidYpHEVfMYPghgALZKTU3V1q1btW7dOmVmZna5RH3r1i2Vl5dr+/btam1tVUZGhlpaWpSSkiKpY3HX0qVLdfr06R7H8Bg+Fe4pU9a02TJS0wbss4RDQQUuNurg5pWEMGxHAAMYMFlZWSopKdGyZcs0YsSIzuPxeFx+v18XLlzQ8uXLu5wTDAa1ePFi1dTU/N8+XS6X1pYe0ZRH8wY0fO+6Wwkf2bJW8Thfl7APAQwgIfLy8lRcXKzc3Fz5fL4e2965c0eLFi3SuXPn7vnf/IJC5T+/o9fLzl+23dbfz74vf12VbjR/rM9brsmMRfVAxjc0PnuGZn1vpR759hJLcw+HgqooLVbtsUOW2gNWEMAAEm79+vUqKirS1KlTu21z8+ZN5eXlqbm5ufNYxrgsbTlWbany3fboWJnRaOff3pRUud1uhUPBzmMPLfiOVr96wNI95Eh7SLuXL2B1NGzDKmgACbd//34dPXq0xzajR49WXV2dcnJyOo+t3LVXbournM1oVOOnzdKyX72qoj/Xq+SjgHbWXNUvTjZozlOrJUmXa/6qE7tetNSf2+PVMy+/baktYAUVMICEc7lc8vv9mjRpUq9t4/G49u3bp79U1Wrepp2W7/v666s1eW5ut/8/setF1R0/LEnaWnFeI8d8s9c+I+0h7f/pUwpcvHc1N9BXVMAAEm7u3LmWwlfqCOsNGzboxyWvy5eaanmMnsJXUmcVLEnXL5231KfHMJS7ZqPlOQA9ub8n1gGgH9ra2tTW1iaPx6NAINDtz/Xr1zVnzhytKfyJbuV8V3HZtzGG4Uvp/N00Y5bOcXu8yn4sX+kjRynYdtu2uWB4IoABJNzly5c1atQoS4/1VFZW6l9fH6MnJy9QSvrXbJvDPxq+esxpzJRsy+fFIhE9nPu4Gk+W2TYXDE9cggbgiL48U5uVM1tGqn27XYW+uKPKA29IkibOnK/RE6dYPtdIS1dmzmzb5oLhiwAGkPQmzJjX41uN+sI0Tf3p18/pi9Z/yutL0ZNbX+nT+W63WxNnzLNlLhjeCGAASW/0hMm29XXytZfUXNWx1eWyX/5WYx+a1uc+HpxgvWIGukMAA0hqXl+KPEbPO2dZVVFarI/K/iBJWvLzki4rofs2J59tc8LwRQADSGoew1DcNPvdz6nXd6rqyFuSpPzndyh39bP33Vc8Hpe3l+00gd6wChpAUotFInL18/5vRekOVR3ZI0nK/1mx8n6wqV/9uVwuRcO8HQn9QwUMIKlFw//p16sAK0qLu4bvDzfbMKcwrydEvxHAAJLezav++zqvI3w7Ljs/sWWnLeErSa1Xr9jSD4Y3AhhA0rt6vlZmH+8Dn3rjN53hu+SFEi1c+5wtczFNU5+er7WlLwxv3AMGkPQ+a2rQjPwVSnnA2k5YbS3X9OHh30uSXG63zh5+U2cPv9lt+4VrN1m+LxwJBRVoarDUFugJAQwg6TVXndbT235nuX08/lW1HDdN/fvWzR7bh4NfWu7bYxhqrv7AcnugOwQwgKQXbLutS2ff1yOLlsjj7f1rK2Ncll5p7Dl074cZi+pS5SlexABbcA8YwKBQ/c5emdGIo3OIRSKqfmevo3PA0EEAAxgUAk0NuvFJk2IRZ0I4FonoevPHClxsdGR8DD0EMIBBo2zbRpmxqCNjm7GoyrZtdGRsDE0EMIBB4/Mbn6mitFjhUDCh44ZDQb23e7vaWgIJHRdDGwEMYFCpPXZI/vqqhIVwuD0kf32V6o4fTsh4GD5ckqy/FRsAkoDH8KlwT5myps2WkZo2YOOE20MKNDXo4OaVbD0J21EBAxh0YpGwDm5aqSt1Hw5YJRwOBeWvPauDm75P+GJAUAEDGLRcLpfmrfiRntiyU26PVx7D6HefsUhEZiyq93ZvV+2xQ/2fJNANAhjAoDdybKaeefltjftWjjyGIben73sMmbGoYpGIbnzSpHdfepYFVxhwBDCAISNz2izlrtmo7MfyFYtEZKSly93Du4RN01QkFJTHMHSp8pSqjryla387l8AZYzgjgAEMOekjR+nh3MeVmTNbE2fM04MTpsjr8ykej8vlcikaDqv16hV9er5WgaYGNVd/wPaSSDgCGMCw4DF88vp8iobDLKpCUiCAAQBwAI8hAQDgAAIYAAAHEMAAADiAAAYAwAEEMAAADiCAAQBwAAEMAIADCGAAABxAAAMA4AACGAAABxDAAAA4gAAGAMABBDAAAA4ggAEAcAABDACAAwhgAAAcQAADAOAAAhgAAAcQwAAAOIAABgDAAQQwAAAOIIABAHAAAQwAgAMIYAAAHEAAAwDgAAIYAAAHEMAAADiAAAYAwAEEMAAADiCAAQBwAAEMAIADCGAAABxAAAMA4ID/AhQmSFU4bTpUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualise the 8 classes of graphs\n",
    "for graph, label in MiniGCDataset(8, 10, 20):\n",
    "    draw(graph, f'Class: {label}, {graph_type[label]} graph')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's add some signal to the domain\n",
    "\n",
    "We can assign features to nodes and edges of a `DGLGraph`. The features are represented as dictionary of names (strings) and tensors, called **fields**. `ndata` and `edata` are syntax sugar to access the feature data of all nodes and edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 6272,
     "status": "ok",
     "timestamp": 1587876885280,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "Fpsg1efotlIA",
    "outputId": "b6f372d8-0e69-41f8-bdb6-72b6b2859c75"
   },
   "outputs": [],
   "source": [
    "# create artifical data feature (= in degree) for each node\n",
    "def create_artificial_features(dataset):\n",
    "    for (graph, _) in dataset:\n",
    "        graph.ndata['feat'] = graph.in_degrees().view(-1, 1).float()\n",
    "        graph.edata['feat'] = torch.ones(graph.number_of_edges(), 1)\n",
    "    return dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 6272,
     "status": "ok",
     "timestamp": 1587876885280,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "Fpsg1efotlIA",
    "outputId": "b6f372d8-0e69-41f8-bdb6-72b6b2859c75"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(DGLGraph(num_nodes=13, num_edges=39,\n",
      "         ndata_schemes={'feat': Scheme(shape=(1,), dtype=torch.float32)}\n",
      "         edata_schemes={'feat': Scheme(shape=(1,), dtype=torch.float32)}), 0)\n"
     ]
    }
   ],
   "source": [
    "# Generate artifical graph dataset with DGL\n",
    "trainset = MiniGCDataset(350, 10, 20)\n",
    "testset = MiniGCDataset(100, 10, 20)\n",
    "\n",
    "trainset = create_artificial_features(trainset)\n",
    "testset = create_artificial_features(testset)\n",
    "\n",
    "print(trainset[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2MTUNUKntlIL"
   },
   "source": [
    "## GatedGCNs equations\n",
    "\n",
    "$$\n",
    "\\def \\vx {\\boldsymbol{\\color{Plum}{x}}}\n",
    "\\def \\vh {\\boldsymbol{\\color{YellowGreen}{h}}}\n",
    "\\def \\ve {\\boldsymbol{\\color{purple}{e}}}\n",
    "\\def \\aqua#1{\\color{Aquamarine}{#1}}\n",
    "\\def \\red#1{\\color{OrangeRed}{#1}}\n",
    "$$\n",
    "\n",
    "\\begin{aligned}\n",
    "\\vh &= \\vx + \\Big( A \\vx +  \\sum_{\\aqua{v}_j \\to \\red{v}} \\eta(\\ve_{j}) \\odot B \\vx_j \\Big)^+\\\\\n",
    "\\eta(\\ve_{j}) &= \\sigma(\\ve_{j})\\Big(\\sum_{\\aqua{v}_k \\to \\red{v}} \\sigma(\\ve_{k})\\Big)^{-1} \\\\\n",
    "\\ve_{j} &= C \\ve_{j}^{\\vx} + D \\vx_j + E\\vx\\\\\n",
    "\\ve_{j}^{\\vh} &= \\ve_j^{\\vx} + \\Big( \\ve_{j}  \\Big)^+\n",
    "\\end{aligned}\n",
    "\n",
    "In DGL, the *message functions* are expressed as **Edge UDF**s (User Defined Functions). Edge UDFs take in a single argument `edges`. It has three members `src`, `dst`, and `data` for accessing source node features, destination node features, and edge features.\n",
    "\n",
    "The *reduce functions* are **Node UDF**s. Node UDFs have a single argument `nodes`, which has two members `data` and `mailbox`. `data` contains the node features and `mailbox` contains all incoming message features, stacked along the second dimension (hence the `dim=1` argument).\n",
    "\n",
    "`update_all(message_func, reduce_func)` send messages through all edges and update all nodes.\n",
    "Optionally, apply a function to update the node features after receive.\n",
    "This is a convenient combination for performing `send(g.edges(), message_func)` and `recv(g.nodes(), reduce_func)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10118,
     "status": "ok",
     "timestamp": 1587876889778,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "dW7iOJMNtlIL",
    "outputId": "67fa7798-1b75-4ea2-ccc3-da5a1abb9109"
   },
   "outputs": [],
   "source": [
    "class GatedGCN_layer(nn.Module):\n",
    "    \n",
    "    def __init__(self, input_dim, output_dim):\n",
    "        super().__init__()\n",
    "        self.A = nn.Linear(input_dim, output_dim)\n",
    "        self.B = nn.Linear(input_dim, output_dim)\n",
    "        self.C = nn.Linear(input_dim, output_dim)\n",
    "        self.D = nn.Linear(input_dim, output_dim)\n",
    "        self.E = nn.Linear(input_dim, output_dim)\n",
    "        self.bn_node_h = nn.BatchNorm1d(output_dim)\n",
    "        self.bn_node_e = nn.BatchNorm1d(output_dim)\n",
    "\n",
    "    def message_func(self, edges):\n",
    "        Bx_j = edges.src['BX']\n",
    "        # e_j = Ce_j + Dxj + Ex\n",
    "        e_j = edges.data['CE'] + edges.src['DX'] + edges.dst['EX']\n",
    "        edges.data['E'] = e_j\n",
    "        return {'Bx_j' : Bx_j, 'e_j' : e_j}\n",
    "\n",
    "    def reduce_func(self, nodes):\n",
    "        Ax = nodes.data['AX']\n",
    "        Bx_j = nodes.mailbox['Bx_j']\n",
    "        e_j = nodes.mailbox['e_j']\n",
    "        # sigma_j = σ(e_j)\n",
    "        σ_j = torch.sigmoid(e_j)\n",
    "        # h = Ax + Σ_j η_j * Bxj\n",
    "        h = Ax + torch.sum(σ_j * Bx_j, dim=1) / torch.sum(σ_j, dim=1)\n",
    "        return {'H' : h}\n",
    "    \n",
    "    def forward(self, g, X, E_X, snorm_n, snorm_e):\n",
    "        \n",
    "        g.ndata['H']  = X\n",
    "        g.ndata['AX'] = self.A(X) \n",
    "        g.ndata['BX'] = self.B(X) \n",
    "        g.ndata['DX'] = self.D(X)\n",
    "        g.ndata['EX'] = self.E(X) \n",
    "        g.edata['E']  = E_X\n",
    "        g.edata['CE'] = self.C(E_X)\n",
    "        \n",
    "        g.update_all(self.message_func, self.reduce_func)\n",
    "        \n",
    "        H = g.ndata['H'] # result of graph convolution\n",
    "        E = g.edata['E'] # result of graph convolution\n",
    "        \n",
    "        H *= snorm_n # normalize activation w.r.t. graph node size\n",
    "        E *= snorm_e # normalize activation w.r.t. graph edge size\n",
    "        \n",
    "        H = self.bn_node_h(H) # batch normalization  \n",
    "        E = self.bn_node_e(E) # batch normalization  \n",
    "        \n",
    "        H = torch.relu(H) # non-linear activation\n",
    "        E = torch.relu(E) # non-linear activation\n",
    "        \n",
    "        H = X + H # residual connection\n",
    "        E = E_X + E # residual connection\n",
    "        \n",
    "        return H, E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10118,
     "status": "ok",
     "timestamp": 1587876889778,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "dW7iOJMNtlIL",
    "outputId": "67fa7798-1b75-4ea2-ccc3-da5a1abb9109"
   },
   "outputs": [],
   "source": [
    "class MLP_layer(nn.Module):\n",
    "    \n",
    "    def __init__(self, input_dim, output_dim, L=2): # L = nb of hidden layers\n",
    "        super().__init__()\n",
    "        list_FC_layers = [\n",
    "            nn.Linear(input_dim, input_dim) for l in range(L)\n",
    "        ]\n",
    "        list_FC_layers.append(nn.Linear(input_dim, output_dim))\n",
    "        self.FC_layers = nn.ModuleList(list_FC_layers)\n",
    "        self.L = L\n",
    "        \n",
    "    def forward(self, x):\n",
    "        y = x\n",
    "        for l in range(self.L):\n",
    "            y = self.FC_layers[l](y)\n",
    "            y = torch.relu(y)\n",
    "        y = self.FC_layers[self.L](y)\n",
    "        return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10118,
     "status": "ok",
     "timestamp": 1587876889778,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "dW7iOJMNtlIL",
    "outputId": "67fa7798-1b75-4ea2-ccc3-da5a1abb9109"
   },
   "outputs": [],
   "source": [
    "class GatedGCN(nn.Module):\n",
    "    \n",
    "    def __init__(self, input_dim, hidden_dim, output_dim, L):\n",
    "        super().__init__()\n",
    "        self.embedding_h = nn.Linear(input_dim, hidden_dim)\n",
    "        self.embedding_e = nn.Linear(1, hidden_dim)\n",
    "        self.GatedGCN_layers = nn.ModuleList([\n",
    "            GatedGCN_layer(hidden_dim, hidden_dim) for _ in range(L)\n",
    "        ])\n",
    "        self.MLP_layer = MLP_layer(hidden_dim, output_dim)\n",
    "        \n",
    "    def forward(self, g, X, E, snorm_n, snorm_e):\n",
    "        \n",
    "        # input embedding\n",
    "        H = self.embedding_h(X)\n",
    "        E = self.embedding_e(E)\n",
    "        \n",
    "        # graph convnet layers\n",
    "        for GGCN_layer in self.GatedGCN_layers:\n",
    "            H, E = GGCN_layer(g, H, E, snorm_n, snorm_e)\n",
    "        \n",
    "        # MLP classifier\n",
    "        g.ndata['H'] = H\n",
    "        y = dgl.mean_nodes(g, 'H')\n",
    "        y = self.MLP_layer(y)\n",
    "        \n",
    "        return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10118,
     "status": "ok",
     "timestamp": 1587876889778,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "dW7iOJMNtlIL",
    "outputId": "67fa7798-1b75-4ea2-ccc3-da5a1abb9109"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GatedGCN(\n",
      "  (embedding_h): Linear(in_features=1, out_features=100, bias=True)\n",
      "  (embedding_e): Linear(in_features=1, out_features=100, bias=True)\n",
      "  (GatedGCN_layers): ModuleList(\n",
      "    (0): GatedGCN_layer(\n",
      "      (A): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (B): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (C): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (D): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (E): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (bn_node_h): BatchNorm1d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (bn_node_e): BatchNorm1d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "    (1): GatedGCN_layer(\n",
      "      (A): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (B): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (C): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (D): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (E): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (bn_node_h): BatchNorm1d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (bn_node_e): BatchNorm1d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (MLP_layer): MLP_layer(\n",
      "    (FC_layers): ModuleList(\n",
      "      (0): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (1): Linear(in_features=100, out_features=100, bias=True)\n",
      "      (2): Linear(in_features=100, out_features=8, bias=True)\n",
      "    )\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# instantiate network\n",
    "model = GatedGCN(input_dim=1, hidden_dim=100, output_dim=8, L=2)\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8fj2RYgftlIA"
   },
   "source": [
    "## Define a few helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 6272,
     "status": "ok",
     "timestamp": 1587876885280,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "Fpsg1efotlIA",
    "outputId": "b6f372d8-0e69-41f8-bdb6-72b6b2859c75"
   },
   "outputs": [],
   "source": [
    "# Collate function to prepare graphs\n",
    "\n",
    "def collate(samples):\n",
    "    graphs, labels = map(list, zip(*samples))  # samples is a list of pairs (graph, label)\n",
    "    labels = torch.tensor(labels)\n",
    "    sizes_n = [graph.number_of_nodes() for graph in graphs] # graph sizes\n",
    "    snorm_n = [torch.FloatTensor(size, 1).fill_(1 / size) for size in sizes_n]\n",
    "    snorm_n = torch.cat(snorm_n).sqrt()  # graph size normalization \n",
    "    sizes_e = [graph.number_of_edges() for graph in graphs] # nb of edges\n",
    "    snorm_e = [torch.FloatTensor(size, 1).fill_(1 / size) for size in sizes_e]\n",
    "    snorm_e = torch.cat(snorm_e).sqrt()  # graph size normalization\n",
    "    batched_graph = dgl.batch(graphs)  # batch graphs\n",
    "    return batched_graph, labels, snorm_n, snorm_e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute accuracy\n",
    "\n",
    "def accuracy(logits, targets):\n",
    "    preds = logits.detach().argmax(dim=1)\n",
    "    acc = (preds==targets).sum().item()\n",
    "    return acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test forward pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9682,
     "status": "ok",
     "timestamp": 1587876889779,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "LHH4uve_tlIP",
    "outputId": "581c1b01-a203-4665-d541-fb2eb1e1ecb0"
   },
   "outputs": [],
   "source": [
    "# Define DataLoader and get first graph batch\n",
    "\n",
    "train_loader = DataLoader(trainset, batch_size=10, shuffle=True, collate_fn=collate)\n",
    "batch_graphs, batch_labels, batch_snorm_n, batch_snorm_e = next(iter(train_loader))\n",
    "batch_X = batch_graphs.ndata['feat']\n",
    "batch_E = batch_graphs.edata['feat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9682,
     "status": "ok",
     "timestamp": 1587876889779,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "LHH4uve_tlIP",
    "outputId": "581c1b01-a203-4665-d541-fb2eb1e1ecb0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch_graphs: DGLGraph(num_nodes=138, num_edges=924,\n",
      "         ndata_schemes={'feat': Scheme(shape=(1,), dtype=torch.float32)}\n",
      "         edata_schemes={'feat': Scheme(shape=(1,), dtype=torch.float32)})\n",
      "batch_labels: tensor([6, 4, 0, 3, 0, 0, 2, 7, 5, 6])\n",
      "batch_x size: torch.Size([138, 1])\n",
      "batch_e size: torch.Size([924, 1])\n"
     ]
    }
   ],
   "source": [
    "# Checking some sizes\n",
    "\n",
    "print(f'batch_graphs:', batch_graphs)\n",
    "print(f'batch_labels:', batch_labels)\n",
    "print('batch_X size:', batch_X.size())\n",
    "print('batch_E size:', batch_E.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9682,
     "status": "ok",
     "timestamp": 1587876889779,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "LHH4uve_tlIP",
    "outputId": "581c1b01-a203-4665-d541-fb2eb1e1ecb0",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([10, 8])\n",
      "accuracy: 2\n"
     ]
    }
   ],
   "source": [
    "batch_scores = model(batch_graphs, batch_X, batch_E, batch_snorm_n, batch_snorm_e)\n",
    "print(batch_scores.size())\n",
    "\n",
    "batch_labels = batch_labels\n",
    "print(f'accuracy: {accuracy(batch_scores, batch_labels)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-HqEGuqNtlIS"
   },
   "source": [
    "## Test backward pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xsSuyrtRtlIS"
   },
   "outputs": [],
   "source": [
    "# Loss\n",
    "J = nn.CrossEntropyLoss()(batch_scores, batch_labels)\n",
    "\n",
    "# Backward pass\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n",
    "optimizer.zero_grad()\n",
    "J.backward()\n",
    "optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SzjdgooStlIV"
   },
   "source": [
    "## Train one epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "kfjd9c4WtlIW"
   },
   "outputs": [],
   "source": [
    "def train(model, data_loader, loss):\n",
    "\n",
    "    model.train()\n",
    "    epoch_loss = 0\n",
    "    epoch_train_acc = 0\n",
    "    nb_data = 0\n",
    "    gpu_mem = 0\n",
    "\n",
    "    for iter, (batch_graphs, batch_labels, batch_snorm_n, batch_snorm_e) in enumerate(data_loader):\n",
    "        batch_X = batch_graphs.ndata['feat']\n",
    "        batch_E = batch_graphs.edata['feat']\n",
    "        \n",
    "        batch_scores = model(batch_graphs, batch_X, batch_E, batch_snorm_n, batch_snorm_e)\n",
    "        J = loss(batch_scores, batch_labels)\n",
    "        optimizer.zero_grad()\n",
    "        J.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        epoch_loss += J.detach().item()\n",
    "        epoch_train_acc += accuracy(batch_scores, batch_labels)\n",
    "        nb_data += batch_labels.size(0)\n",
    "\n",
    "    epoch_loss /= (iter + 1)\n",
    "    epoch_train_acc /= nb_data\n",
    "\n",
    "    return epoch_loss, epoch_train_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ikfqvGbJtlIZ"
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "J5tF9UzptlIZ"
   },
   "outputs": [],
   "source": [
    "def evaluate(model, data_loader, loss):\n",
    "\n",
    "    model.eval()\n",
    "    epoch_test_loss = 0\n",
    "    epoch_test_acc = 0\n",
    "    nb_data = 0\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        for iter, (batch_graphs, batch_labels, batch_snorm_n, batch_snorm_e) in enumerate(data_loader):\n",
    "            batch_X = batch_graphs.ndata['feat']\n",
    "            batch_E = batch_graphs.edata['feat']\n",
    "\n",
    "            batch_scores = model(batch_graphs, batch_X, batch_E, batch_snorm_n, batch_snorm_e)\n",
    "            J = loss(batch_scores, batch_labels)\n",
    "\n",
    "            epoch_test_loss += J.detach().item()\n",
    "            epoch_test_acc += accuracy(batch_scores, batch_labels)\n",
    "            nb_data += batch_labels.size(0)\n",
    "\n",
    "        epoch_test_loss /= (iter + 1)\n",
    "        epoch_test_acc /= nb_data\n",
    "    \n",
    "    return epoch_test_loss, epoch_test_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hNKm6IvytlIc"
   },
   "source": [
    "# Train GNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 102127,
     "status": "ok",
     "timestamp": 1587876984218,
     "user": {
      "displayName": "Xavier Bresson",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgioGx5OdvAc1VASSVcYQ8NHiQo4PQ7B39ZSmys=s64",
      "userId": "14103767471123103792"
     },
     "user_tz": -480
    },
    "id": "hAT_R0WZtlIc",
    "outputId": "93c21d67-1ba7-4a55-e05d-d97c84b8e1d6",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0, train_loss: 1.9461, test_loss: 2.0031\n",
      "train_acc: 0.2171, test_acc: 0.1200\n",
      "Epoch 1, train_loss: 1.8246, test_loss: 1.9327\n",
      "train_acc: 0.3543, test_acc: 0.1200\n",
      "Epoch 2, train_loss: 1.7516, test_loss: 1.8489\n",
      "train_acc: 0.3714, test_acc: 0.2400\n",
      "Epoch 3, train_loss: 1.6833, test_loss: 1.7646\n",
      "train_acc: 0.3743, test_acc: 0.3500\n",
      "Epoch 4, train_loss: 1.6202, test_loss: 1.6799\n",
      "train_acc: 0.4086, test_acc: 0.3700\n",
      "Epoch 5, train_loss: 1.5641, test_loss: 1.5983\n",
      "train_acc: 0.4457, test_acc: 0.4300\n",
      "Epoch 6, train_loss: 1.4973, test_loss: 1.5193\n",
      "train_acc: 0.5200, test_acc: 0.4700\n",
      "Epoch 7, train_loss: 1.4708, test_loss: 1.4512\n",
      "train_acc: 0.5400, test_acc: 0.6200\n",
      "Epoch 8, train_loss: 1.3893, test_loss: 1.3852\n",
      "train_acc: 0.6086, test_acc: 0.6100\n",
      "Epoch 9, train_loss: 1.3398, test_loss: 1.3250\n",
      "train_acc: 0.6229, test_acc: 0.6900\n",
      "Epoch 10, train_loss: 1.2827, test_loss: 1.2678\n",
      "train_acc: 0.6943, test_acc: 0.8600\n",
      "Epoch 11, train_loss: 1.2282, test_loss: 1.2100\n",
      "train_acc: 0.6943, test_acc: 0.8300\n",
      "Epoch 12, train_loss: 1.1755, test_loss: 1.1656\n",
      "train_acc: 0.7229, test_acc: 0.8600\n",
      "Epoch 13, train_loss: 1.1072, test_loss: 1.1121\n",
      "train_acc: 0.7600, test_acc: 0.8600\n",
      "Epoch 14, train_loss: 1.1018, test_loss: 1.0555\n",
      "train_acc: 0.7257, test_acc: 0.8600\n",
      "Epoch 15, train_loss: 1.0051, test_loss: 1.0083\n",
      "train_acc: 0.7600, test_acc: 0.8600\n",
      "Epoch 16, train_loss: 0.9423, test_loss: 0.9663\n",
      "train_acc: 0.8086, test_acc: 0.8300\n",
      "Epoch 17, train_loss: 0.8832, test_loss: 0.9188\n",
      "train_acc: 0.8171, test_acc: 0.8300\n",
      "Epoch 18, train_loss: 0.8460, test_loss: 0.8595\n",
      "train_acc: 0.8086, test_acc: 0.8600\n",
      "Epoch 19, train_loss: 0.8271, test_loss: 0.8078\n",
      "train_acc: 0.8114, test_acc: 0.8600\n",
      "Epoch 20, train_loss: 0.8008, test_loss: 0.7645\n",
      "train_acc: 0.7743, test_acc: 0.8600\n",
      "Epoch 21, train_loss: 0.7246, test_loss: 0.7208\n",
      "train_acc: 0.8543, test_acc: 0.8900\n",
      "Epoch 22, train_loss: 0.6988, test_loss: 0.6825\n",
      "train_acc: 0.8400, test_acc: 0.9000\n",
      "Epoch 23, train_loss: 0.6307, test_loss: 0.6608\n",
      "train_acc: 0.8743, test_acc: 0.9000\n",
      "Epoch 24, train_loss: 0.5967, test_loss: 0.6247\n",
      "train_acc: 0.8943, test_acc: 0.9200\n",
      "Epoch 25, train_loss: 0.5862, test_loss: 0.5710\n",
      "train_acc: 0.8743, test_acc: 0.9200\n",
      "Epoch 26, train_loss: 0.5925, test_loss: 0.5391\n",
      "train_acc: 0.8486, test_acc: 0.9200\n",
      "Epoch 27, train_loss: 0.5448, test_loss: 0.5166\n",
      "train_acc: 0.8829, test_acc: 0.9700\n",
      "Epoch 28, train_loss: 0.5345, test_loss: 0.5020\n",
      "train_acc: 0.8743, test_acc: 0.9100\n",
      "Epoch 29, train_loss: 0.5206, test_loss: 0.4735\n",
      "train_acc: 0.8400, test_acc: 0.8800\n",
      "Epoch 30, train_loss: 0.4575, test_loss: 0.4370\n",
      "train_acc: 0.9086, test_acc: 0.8900\n",
      "Epoch 31, train_loss: 0.4669, test_loss: 0.4211\n",
      "train_acc: 0.8714, test_acc: 1.0000\n",
      "Epoch 32, train_loss: 0.4029, test_loss: 0.3890\n",
      "train_acc: 0.9657, test_acc: 1.0000\n",
      "Epoch 33, train_loss: 0.4276, test_loss: 0.3827\n",
      "train_acc: 0.8943, test_acc: 0.9700\n",
      "Epoch 34, train_loss: 0.3767, test_loss: 0.3486\n",
      "train_acc: 0.9457, test_acc: 1.0000\n",
      "Epoch 35, train_loss: 0.3795, test_loss: 0.3503\n",
      "train_acc: 0.9257, test_acc: 0.9700\n",
      "Epoch 36, train_loss: 0.3705, test_loss: 0.3238\n",
      "train_acc: 0.9200, test_acc: 1.0000\n",
      "Epoch 37, train_loss: 0.3324, test_loss: 0.3044\n",
      "train_acc: 0.9514, test_acc: 1.0000\n",
      "Epoch 38, train_loss: 0.2989, test_loss: 0.3017\n",
      "train_acc: 0.9571, test_acc: 1.0000\n",
      "Epoch 39, train_loss: 0.3310, test_loss: 0.2825\n",
      "train_acc: 0.9114, test_acc: 1.0000\n"
     ]
    }
   ],
   "source": [
    "# datasets\n",
    "train_loader = DataLoader(trainset, batch_size=50, shuffle=True, collate_fn=collate)\n",
    "test_loader = DataLoader(testset, batch_size=50, shuffle=False, collate_fn=collate)\n",
    "\n",
    "# Create model\n",
    "model = GatedGCN(input_dim=1, hidden_dim=100, output_dim=8, L=4)\n",
    "loss = nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.0001)\n",
    "\n",
    "epoch_train_losses = []\n",
    "epoch_test_losses = []\n",
    "epoch_train_accs = []\n",
    "epoch_test_accs = []\n",
    "\n",
    "for epoch in range(40):\n",
    "    \n",
    "    start = time.time()\n",
    "    train_loss, train_acc = train(model, train_loader, loss)\n",
    "    test_loss, test_acc = evaluate(model, test_loader, loss)\n",
    "        \n",
    "    print(f'Epoch {epoch}, train_loss: {train_loss:.4f}, test_loss: {test_loss:.4f}')\n",
    "    print(f'train_acc: {train_acc:.4f}, test_acc: {test_acc:.4f}')"
   ]
  }
 ],
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